{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73bd968b-d970-4a05-94ef-4e7abf990827",
   "metadata": {},
   "source": [
    "Chapter 03\n",
    "\n",
    "# 向量L2范数等高线\n",
    "Book_4《矩阵力量》 | 鸢尾花书：从加减乘除到机器学习 (第二版)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fde1b2f9-88e2-4131-b2ef-845b45314910",
   "metadata": {},
   "source": [
    "这段代码用于绘制二维平面上 $L_p$ 范数的等高线图。首先定义了变量 $x_1$ 和 $x_2$ 的范围，并生成一个以 $x_1$ 和 $x_2$ 为轴的二维网格 `xx1` 和 `xx2`，方便计算每个点上的 $L_p$ 范数。代码中 $p=2$，即绘制的是 $L_2$ 范数的等高线图，对应欧几里得距离。$L_p$ 范数的一般公式为：\n",
    "\n",
    "$$\n",
    "\\| x \\|_p = \\left( |x_1|^p + |x_2|^p \\right)^{\\frac{1}{p}}\n",
    "$$\n",
    "\n",
    "在代码中，设置 $p=2$，将公式展开得到：\n",
    "\n",
    "$$\n",
    "\\| x \\|_2 = \\left( |x_1|^2 + |x_2|^2 \\right)^{\\frac{1}{2}}\n",
    "$$\n",
    "\n",
    "接着，代码使用 `contour` 函数绘制从 0 到 10 的等高线图，这些等高线表示从原点出发的不同距离。在图中，$L_2$ 范数的等高线为同心圆，反映了欧几里得距离的等距性。坐标轴上加入了网格线、标记，以及调整后的坐标范围，展示了 $L_2$ 范数在二维平面上的分布特点。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a44a418-db0d-4679-acec-d805c393ba68",
   "metadata": {},
   "source": [
    "## 导入所需库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "741e32c5-d7d8-444b-aabe-b1be7f7312bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt  # 导入Matplotlib库，用于绘图\n",
    "import numpy as np  # 导入NumPy库，用于数值计算"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0da91339-94fc-4dcd-9c59-a631291c983c",
   "metadata": {},
   "source": [
    "## 定义坐标范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3c7c6569-a961-4d28-ab55-ff444109d888",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = np.linspace(-10, 10, num=201)  # 定义x1的范围，从-10到10，共201个点\n",
    "x2 = x1  # 定义x2的范围与x1相同"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ee274b3-4c63-4cec-99f6-c789be3e1959",
   "metadata": {},
   "source": [
    "## 生成网格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "965c4751-be4e-4742-96c2-b337f0c2661b",
   "metadata": {},
   "outputs": [],
   "source": [
    "xx1, xx2 = np.meshgrid(x1, x2)  # 生成网格，用于二维坐标"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e50f4ba8-4430-45ac-b28e-ca2c493b5576",
   "metadata": {},
   "source": [
    "## 计算Lp范数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dbc4c47b-c21b-4e31-b462-20f45672bdfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "p = 2  # 设置Lp范数中的p值，此处为2\n",
    "zz = ((np.abs((xx1))**p) + (np.abs((xx2))**p))**(1./p)  # 计算Lp范数的值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44482ed9-5658-42fc-ae0e-f510334bd5f7",
   "metadata": {},
   "source": [
    "## 创建绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fb8e647b-822d-4b7d-a0cc-47fbaef6ab5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yCt0vO52ojFSbI1T+jEpuw1+gupZ1L73P6iffoqmwFABXQhzdLz2NHledpU7mU5R/QSW3iqLslL+iitVPvsXqpyYSrKkDIDo3m17XnUuXc49TpzG1IiklRkMDek01ek01Rl0den0dRl0dRmMDRkMjhq8J6fOZv/r9yGAQGQoidR0Z0kEarC6vAKBHagogEE4HwuEEpxPN7Ua43QhvFJrXixYVhRYdgxYdjRYbixYbhyMuHkdCAo6ERLS4ONUX2or0QIBN73zJyodeoXbVBgAcUV66TjiJXtedR3ROhs0RKkrboZJbRVF24CuvZNVjb7Dm6YmE6s3bpfG9utD7fxfS8ZTD0VwumyNsu6SU6NXVBIsLCRUXEywtIVRaQqislFBFOaHycvTKCkJVVRAK/uf11jb5AegW5fnPvxdOJ47EJJzJyTiTU3CmpuFMS8eZno4zPQNXRhaurCwcySkqCf4PpGGQ/9kPLL//RSrnmZV3zeOm6wUn0vt/F6okV1F2gUpuFUUBwF9ZzapHX2f1U2+1JLWJA3rS95aLaX/swQhNsznCtkHqOsGiQgKbNxHYsplAXh7BLZsJFBQQLCxA+pp2+fcSXq9ZPY1PQIuLM6upMTFo0TGIKLPiKjweNLfHrMK6XOBwIBwO0DRW5Jm90b1zc8EwzIkWoZBZ5Q0GMQJ+s+rr82E0NTZXhRvQGxow6mrRa82HbGrc9ZjdblzZObhy2uFu1x53+w64cnNxd+iIO7udGaPyt6SUFH0/g+X3PN9yzK/mdtH1wpPofdOFRGerJFdR/oxKbhVlDxesrWflY6+z6rHXCdU1AJA0qDf9br+UnKMOVFW4PyF1nUB+Hv61a/CvW4t/w3oCG9cT2LwJGQj85dc6UlJxZWTiyswyK5+paS0PR3Nl1JGYhOb1/qcYd1fPreH3o1dXo1dVEqosJ1RRgV5eblaey0oIlpQQKi4iVF7WMgFgp5xO3O1z8XTugrtzV7xdu+Hp0g13h44q6f0TUkpKfprNsjufpXTaXAAcXg/dLjmV3v+7UPXkKspOqORWUfZQoSYfa597lxX3v4i/ohqAxP496H/XFSqp/R0jEMC/djW+lcvxrVyBb/Uq/OvWIH2+nX6+cLubK5YdcLfPxd0+F1dOO1w5Obgys9E8u6FNYBdYvaFMBgMES0oIFuQTKMgnmJ9HIC+PQN5mAnmb/7RqLVwu3F264e3RE2/PXnh79cHboxdaVJQlcbcVJT/NZsmtT1L26wIAnLHR9LzmHHpde66arqAo21HJraLsYQxdZ+Obn7L09qdpzC8GIL5HJ/rffSXtjztkj28/kFISzNtM45JF+JYuoWnZEnxrVu+0B1Z4vXg6d8HTtTueLl3xdO6Ku1NnXFnZZmuAzcJpWoI0DEIlxfg3biCwYT3+9evwrzer3kbjTtoeHA48XboS1ac/3n79ie4/EHfnLurfZ3O7wpKbH2854tqTkkifWy6m28Wn4vCoObmKopJbRdlDSCkp/GYai254mJrlawGIbp9Fvzsvp9MZR6M5nTZHaA8ZDOJbtYLGBfNoXLiApsUL0Kuq/vB5joQEs6LYuw/eHr3x9OiBu32HsEhi/0w4Jbd/RhoGwcICfGtW4V+1kqYVy/GtXI5eUf6Hz9Vi44gaMIjoQYOJHjQEb78BaHvooQdSSrZ88j1Lbn6c2tUbAfN0wAH3X0uHkw5Td16UPZpKbhVlD1C1eBULrn2Akh9nAeBOSqDPzRfR/dLTcHituUUeLmQohG/lChrmzqZx7hwaFy38w4Yp4Xbj7dWHqP4DiOrbH2/f/riyc9pcwtAWkts/Eywppmn5UnzLltC0ZDFNy5b+oa1BuN1E9RtA9LARxAwfSVS//gjXnpXsGqEQG17/hKV3PN0yJzdleH8GPXoj6XsPtTk6RbGHSm4VJYI1lZSz5JYnWP/qRyAlmttFjyvPpM9NE3AnJdgdnmUCBfk0zJxBw6xfafhtNkZ93Q7POxISiBo0lOjBQ4geOBhvr94RkSS15eT292QohG/tapoWLaBxwXwaF8z7Q3VXeKOIHjqc2JF7ETN6H9wdO7W5NyT/VqixiVWPvc6KB15uOfEs94RDGfjQ9cR2bGdzdIpiLZXcKkoE0gMB1jw1kaV3PdsyASH3xHEMfOBaYju1tzm61ieDARrnz6N++i/U/zqNwKaNOzyvxcUTPXQ4McOGEz1sBJ4u3SKylzOSktvfk1IS2LyRxnm/0Tj3Nxp+m41eVbnD57iyc4gZvQ+x++xHzLARe8QGtabiMpbe/jTrX/kQaRhoHje9rjuXPjdNUAevKHsMldwqSoQp/HYa86+8l7o1mwBIHtqXIU/eTNpeg+0NrJXpNdXUz5hG3U8/0jBrBkZDw7YnHQ6iBgwidtRoYkaOxtu7T1j3yu4ukZzc/p40DPxr19Aw+1caZv1K4/y5yOC2TYDC4yFmxChixxxA3Jj9caam2Rht66tasooFV99PydTZAES3y2Tgwzeoflxlj6CSW0WJEPWb8llw9f3kf/YDAN70FAY8cC2dzzomIquSAKHyMuqm/kDdj1NomDcHdL3lOUdqGrF770vs3vsSM2IvHHFxNkZqjz0puf09o6mRhrm/0TBjGnXTfyZUVLjtSSGIGjCIuAMPJv7Asbiyc+wKs1VJKcn/dAoLrn2Ahk0FAGTsP4Khz9xGQu+uNkenKK1HJbeK0sbpgQCrHn2dZXc/h97kQzgcdL/iDPrdfhnuhMhL6EIV5dRO+Y66Kd/SuGDeDocGeLp2I3a/A4nb70CzOhuhSf2u2pOT2+1JKfGvW0P9zz9R9/OP+JYv3eF5b9/+xI89hPiDx+HKyrYpytYTavKx8uFXWHH/S+g+P8LppOc1Z9PvtktVq4ISkVRyqyhtWOn0efw24TZqV64HIH3McIY+cyuJfbvbHNnupdfXU/fDd9R+M5mGubPBMFqe8/YbQPyBBxN3wEG4czvYGGX4UcntzgWLi6j76QfqfviexoXzd/j3FDVwMPHjjiD+4HE4k5JsjHL3q9+4hflX3UfBF1MBiM7NZugzt9LuyANsjkxRdi+V3CpKGxSoqmHhDQ+z/pUPAfCkJTP40RvpePrREdNPJ0MhGmb9Ss1Xn1P3849Iv7/lOW/f/sQfMo74gw6JyErb7qKS278Xqiin7scp1H739Y53ApxOYkfvQ8IRRxM75oCImqeb/+VU5l9+Dw2bzVaF9scfwtCnbiEqK93myBRl91DJraK0IVJKtnz0LfMuvwdfiTkGqcsFJzLwgWvxJCfaG9xu4t+4gerPPqZm8hfo5WUt192dOpNw2JHEH3o47va5NkbYdqjk9p8JlpRQ+/3X1H79Jb6VK1qua/EJJIw7nITxxxHVq4+NEe4+oYZGlt75DKseewOp67gS4hj00PV0Of+EPb6dR2n7VHKrKG1EU1Epcy+5s2XDWHzPzgx/6W7S92n7g9qNpiZqv/+G6k8+pGnxwpbrjqQk4g89goQjj8bbq0/EVKWtopLbf8+/fh01kz+n5qsvCJWWtFz39OhF4rEnkHDYkRGxSbFq0UrmXHgrlXPNPuT0/YYz4uV7iOuqWnyUtkslt4oS5qSUbJz4OfOvvJdgdS3C6aTPTRfS5+aL2/w58v4N66n6cBI1X32OUVdrXnQ4iN17XxKPPo7YffaNiMMU7KKS2/9O6joNc2ZR8/kn1E2d0jJeTHijiB93OEknnExU77b9/TV0nTVPTWTxzY+jN/lwRHkZcN/V9LjiTFXFVdokldwqShhrLCzhtwtvo3DyzwAkD+nDiNfuI6l/T3sD+w9kKETdL1OpmvQOjXPntFx35bQzK2JHjseVnmFjhJFDJbe7V6i6itrJX1L18QcENqxrue7t25+kk04l/pDD2nRvbv2GLcy54JaW2bhpowcz4vX7ie/W0d7AFOUfUsmtooSpTZMmM++SOwlU1aC5XfS743J6XX8emtNpd2j/il5TTdUnH1L1/ruEiovMi5pG7L77k3TiycSMHK2qRLuZSm5bh5SSpkULqPpwEnVTvm2p5jqSU0g6/iQSTzgZV1rb3JwlpWTdi5NYeP1DhOobcURHMejh6+l28amqLUhpM1Ryqyhhxl9ZzdxL7iTv/a8Bs1o78o0H2ux4r0DeZirfeZPqzz9F+poAs5c28dgTSTr+JDXtoBWp5Lb1hSorqP7kQ6o+eG9bb67TRcK4w0k+4xy83XvYG+C/VL8pnznn3dxSxc0cO5qRr91HdLtMmyNTlL+nkltFCSPFP8xk1lk30lRYinA46HvrJfT5vwloLpfdof1jTUsXU/HGK9RN/aFlvJKne0+STz2D+HFHoHk8NkcY+VRyax0ZDFL3049UvvPmDpsiY0aNJuWs84geMarNVT6lYbDm2XdYdMPD6D4/7qQEhr94J7knjLM7NEX5Syq5VZQwoPsDLLrpUVY//gYA8T06Merth0kZ2s/ewP4hKSUNs2ZQ8epLNM6f23I9dp8xJJ9xDtHDRrS5F/i2TCW39mhauoTKt9+gdsq3LQdEeHv3IeXcC4k7YGyba7+pXb2BmWfc0DJRodOZ4xn6zK244mJtjkxRdk4lt4pis5pV65l5yrVULVoJQLdLTmXQwzfgjI6yObJdJw2Dup9+oOKVF7bNB3W6SDj8SFLOPBdPF3WOvR1UcmuvQEE+lW+/QfWnHyF9PgDcHTuRct4EEsYdgWhD/fNGMMjSu55lxX0vIg2D2C657PXuo6QO7293aIryByq5VRSbSCnZ8PrHzLv8HvTGJjypSYx8/X5yjtjf7tB2mTQM6n74nvKXnsW/bi1gjkhKOu5Eks88B1eG6s+zk0puw0OospLK9yZSNemdlpF3rnbtST1vAglHHI1oQ21HpTPmMfO062nMK0Q4nQy472p6XXtum6tGK5FNJbeKYoNgXT1zL76DTe98CUDmQXsx6q0H28zxl1srteXPP92S1GqxsSSddBrJp5+NMynJ5gj3TFJKMHTQQyClmdxKSd9+/UAI0BzgcKrWEJvoDfVUvf8ulRNfR6+qApqT3AsuJuHwo9pMJTdQXctvE24j74NvAMgaty+j3nwQb1qyzZEpikklt4pisaolq5hxwpXUrdmEcDjof89V9L7h/DZR+ZBS0jBjGqXPPol/ldl+oMXGknzaWSSfdiaO+ASbI2zbZDCArK00H3VVyIZaZH01NNYhG+uQjfVIXyP4GpABH/ibkAE/BAMQCphJ7XaWV9QD0Cfld72RmgNcbnC6EW4PuL0ITxRExSC80YioWIiOQ0THIWLiEbGJiLgkRHwSIj4Z4fZa9B2JTEZTI1UfTqLi9VfQqyoBcHfoSOrFlxN/8Lg287Ng/SsfMv+Ke9B9fqKy0xk96fGIODFRaftUcqsoFlr/2kfMu/QudJ+f6HaZjJ70GGmjh9gd1i5pXLiA0qcepWnhfAC06GiSTjuLlDPOVkntLpINtRgVRcjyIoyKYmRVCbKqFFlVhlFdBo11u3W9P01u/6uoWERiKlpCKiI5A5GUjpaSiUjJQkvNgthEVR3eBUZTI1Xvv0fFGy+jV1cD5kSR9CuuIWb0Pm3ie1i9bA0zTryK2pXrEQ6H2aZw3XltIkFXIpdKbhXFAqEmH/MuvZMNr38CmLfx9pr4EJ6U8L9979+wntKnHqX+56kACI+HpJNOI+WcC1T7wU5Iw0BWFGMUbcQoyUOW5GGUbMEoK9i15NXpMqujcUmI2ARETALExCOiYxFRcYioGPBGm5VWt9esoro85tc5XeBwmJVZTWPZcrO63rdPb3Mcm262LEg9ZFZ7g35k0A9+H9LfBL5GpK8e2dRgVosbaluqx7KuCllbaX7d3/FGo6W1Q6S3Q8vMRcvIRcvqiEjNQTgc//E7HHn0hnoq33mLyrdew6g335BEDx1O+lXXE9U3/CemhBoa+e2i29n09hcA5Bx1AKPefBB3YrzNkSl7KpXcKkorq9+4henHXUHVwhUITaP/3VfS+38Xhn1lI1RRTtnzT1P96UdmUuRwkHj0saROuAxXhjoeF0D6mzAKN2JsWYtRsA6jYANG8WYI+P70a0R8CiI1E5GchZacblY+E9PQElMRCalmO8Buqtjt7g1lUkqzJaK6AllTjlFValaeK0vMSnRFEbKmvGWu8R84XGaym9PFfLTritauq5mwK4Sqq6h47SWqJr2DDJhvIuIPPYy0y6/BndPO5uj+mpSS9S9/wLwr7sHwB4jtkss+nzzdpo8KV9ouldwqSisq+n4Gv558DYGqGjypSYye9DiZB46yO6y/ZPj9VL7zJhWvvIDR2AhA7H4Hkn7ltXg6dbY5OvtIXTersZtWYmxehZ63GlmcB9L44yc7XWgZuYjMDmYyl97erGKmZpsVV4vYMS1BBvzIiiKM0nyM0i1m5bo47y+TfpHeDi23J44OPdA69kLL6WJWofdQwaJCyp59kprJX4CUCLeb5NPPIuXcCThiw3u2bOX8ZUw/7goaNhfgiPIy4rX76Hjy4XaHpexhVHKrKK1ASsnKh15m8f89jjQMkof1Y5+PnyamfZbdof0pKSV1U6dQ+uiDBAsLAPD26UfGtTcSPXjP2yQiAz6MjSvQ1y9F37AMY/Mq8Df94fNEfDJa+27bqpHZnRFp2QjN/tvv4TQKTBoGsrLYrHQXrDcfW9Yiq0r/+MkuN1puDxyd+6J16YejU589srrrW7WCkscfpnHOLAAcKamkX341CUcdE9Z3fvwVVfx66nUUfz8DgJ7XnsvAB65FayPTIJS2TyW3irKbhRqbmHPezWyeNBmALucdz9BnbsPhDd/jZv3r1lL80L00/maeI+9MzyD9ymuJH3dEWL+I7k4yGMDYtAJ9zUL0tYswNq/+w/QBvNFoHXqZFcYOPdFyu6MlpNoT8C4Ip+T2z8i6avQtazA2r8bYvBJ908o/9iYLDa19NxzdBqB1H4SjS789ZmKDlJL6aT9R+uiDBPI2A+abzswbbyaq/0B7g/sLhq6z5NYnWXH/iwBkjh3N3u8/jjtJbT5VWp9KbhVlN2rML2ba+EuonL8c4XQy9Kmb6XbxqXaH9af0hnrKX3iGyncngq4j3G5Szj6flHPOR4uKtju8ViWlRJbmo6+ci75qHvraxRD07/A5IjHNrBx26Yejcx9EZoewqMjuqraQ3P5ey9/LhmUYG5ahr1+KLC/c8ZMcLrTOfXD0Goaz1zBEdqc2MVngv5DBAJXvvU35i89iNDQAkDD+ONKvuBZncvjOl8376FtmnfU/9MYm4rp1ZN8vniOhZxe7w1IinEpuFWU3Kf9tCdOOvgRfcRme1CT2/ugpMsYMtzusnZJSUjflO0oevo9QmXlbOHb/g8i47n9hv3Hlv5ChIPraxejLZ6Mvn4OsKNrxE+IScXQfhKP7YBxdByBSs9p00tQWk9udMapKMdYtMavqaxYgq8p2eF4kpOLoMxxHn5E4egyO6KpuqLyM0icfpebLzwDQ4hNIv+IaEo89IWzvslQtXsUvR11MY14hrvhYRn/wBNmH7GN3WEoEU8mtouwGmz/4mtln/Q/d5yexX3f2/eJ5YjuGZ5IYyN9C8f130fDrdABc7XPJvPEWYvfe1+bIWodsakBf8RuhJTPQV8wFf+O2Jx0utK79cPYciqPn0IirAEZKcrs9KSWyrMCstq+ca1bct9+o5vLg6DEYR//ROPuNMkepRaDGRQsovu8u/GtWARDVfyCZt96Jt1sPmyPbOV9pBdOPv4Ky6fMQDgdDnryZ7peeZndYSoRSya2i/AdSSpbf+zxLbn0SgOwj9mf0u4/gigu/Hc0yFKLy7Tcpe+FppM+HcLlIOfdCUs69EM0Tvv3A/4Zsqie0dBb6wl/QV80HPdjynIhPxtFnxLYqn4XTC6wWicnt78lgAH1dczV+2WxkZcm2JzUNresAnIPG4BywDyI2shJdGQpR9f67lD37hDnZxOEg5azzSL3wEjRv+FWvdX+A3ybcxsY3PwWg+2WnM/iJ/0NTs4+V3Uwlt4ryLxnBIL9NuK3lYIYeV5/NoIdvCMsf1L5VKyi845aWI3Ojh40g8+bb8XSMnNFeMuBHXz6b0Pyp6Mt/2zGhTW+Hs//eOPqPRsvtEba3b3e3PSG53Z6UEqNwA/qSX9GX/IpRsH7bk5pmtpsMPQBnv9ERNX0hWFJMyYP3Ujd1CgDu3A5k3nY3MUPDry1KSsmKB19m8U2PApBz5P6Mfu8xnDGR3eOvWEslt4ryLwRq6phx/BUU/zAToWkMfebWsNw4ZgQClL/0HBWvvwy6jhafQMY1N5Bw9LERcftdGgbG+iWEfptCaNH0HVoOREauWbEbNMbcCBYBf95/ak9Lbn/PKCsktGga+sJfMPLXbnvC5cbRby+cw8aa7Shh+Ib036ib+gPF99/V0kefdOKppF15DY6Y8LuTlPfRt8w64wZ0n5/kIX0Y89WLRGWm2R2WEiFUcqso/1BjQQk/jzuf6qVrcMZEM/qDJ8g5bIzdYf1B04plFN16E/715ot63EGHkHnTrThTwnd01a4yKooJzfmO0G/f73AbWiSl4xxyAM4hB0Rc/+y/sacnt9szSvMJzf+J0PypyNItLddFXBLO4WNxjjgELbODjRHuHnpdHaVPPEz1xx8A4MrKJuvO+4gZPtLmyP6obNZCph11Mf7yKmI65LD/d68Q3yNy7iYp9lHJraL8AzUr1vHToefTuKUIb2Ya+01+keTBfewOawcyGKD85Rcof/VF0HUcySlk/t9txB90iN2h/ScyFERfOovQrMlmH+1W3mizQjv8YLROffaYloNdoZLbP5JSYmxZQ2juD4TmTYWGmpbntM59cO51OM6BYxDutt2H3jBnFkV33tJyIEvSyaeRfuW1YTfir259Hj8dej716zbjTk5kzFcvkDZqkN1hKW2cSm4VZReVzVrIL4dPIFBVQ3yPTuz37SthNxHBv34dBTff0NJbG3fwODJvug1nUpLNkf17RmUJoZmTCc36BllX1XJd6z4I18hDcfTfu80nIq1FJbd/TYaC5iSN2d+ir5gDRvNRylGxOIcfjGvvI9Ey2tsb5H9gNDZQ8vgjVH/4HgCu9h3IuffBsDv8wVdWyS9HTKDityU4vB72/ugpcg7fz+6wlDZMJbeKsgsKv/mF6cddgd7kI2XkQPb76gU8KeGTMErDoGrS25Q+8QgyEMCRkEDm/91O/CGH2R3avyKlxFi7mOC0T9GXzgJpJh0iPgXnyENwjhqHlhK+RxmHC5Xc7jqjppzQnO8JzfoaWVHccl3rMQTXvuNx9Bnepg7w2F79zBkU3XkLoZJicDhIPW8CqRdcjHC57A6tRaihkRknXU3h5J8RDgcjXruPzmeOtzsspY1Sya2i/I1N737JrLP+hwyFyBq3L/t8+GRY7ewNlZdReNtNNMw0z3GPGb0vWXfcgyst3ebI/jkZDBCa9yPBXz5BFm5sua51H4Rr9JE4+u+FcKjz6XeVSm7/OWkY6KvmEZrxJfry2dD8EilSs3GNOQbnyEPb5Pg4vbaW4gfvoXbyFwB4+w0g576HcbfPtTmybYxgkDnn38LGtz4DYPBjN9Hz6rNtjUlpm1Ryqyh/Ye3z7zL30rtASjqediQjX78fLYyqHfXTf6HwtpvQqyoRHg/p19xI0omntLmNVLKhluCMLwhO+wzqqs2Lbi/O4WNx7TMeLavtb/Sxg0pu/xujoojQ9C8IzvoGmurNi1ExuEYfgXPMsWgJKfYG+C/UfDuZ4nvuwKivQ4uOJvPmO0g4/Ci7w2ohDYOF1z/EqsdeB6DvbZfS747L29zPNMVeKrlVlD+x4qGXWXTjIwB0u/Q0hj51S9hsVpLBAKVPPUblxDcA8HTvSc79j+Dp0tXewP4ho6qU4NSPCM36uuWUKZGUhnPf8bhGHY6IDr8RRm2JSm53D+lvIvTbFPOOQmm+edHhwjnsIFwHnYSWHl69938nWFRIwc030LRgHgAJR44n86Zb0aLDY/avlJLl973AklueAKDHVWcx+LGbVIKr7DKV3CrK70gpWXr7Uyy7+zkA+tx8Ef3vvipsfrAGCvIpuOFqfMuXApB0yhmkX3VdmzplzCgrIDhlEqG5U0APAaDldMF1wIk4Bo9RrQe7iUpudy9pGOjLZhGc+gHGhuXmRSFwDNwX18Gn4sjpYm+A/4DUdcpfeYHyF58Fw8DdsRM5Dz2Bt3v4HN+7+pm3mX/53QB0ueBEhr9wZ9gUGJTwppJbRdmOlJJFNz7MyodfBWDA/dfS538X2hzVNnU//Ujhrf8zbynGJ5B9533E7X+g3WHtMqM0n+B3b5sjmJo3iWldB+Aae7I5TD9M3kBECpXcth59w3KCP0xCXzar5Zqj/2hch5yOo303GyP7Zxrnz6Xgf9cSKitFeDxk3nQbieOPszusFhve+IQ5592MNAw6nTmeEa/dF5anQCrhRSW3itJMSsmCq+9j9ZNvATDkyZvpccWZNkdlkqEQpU8/TuWbZtId1X8gOQ8+hisr2+bIdo1RVkjwu4mE5v7YktQ6eg/HdfBpODqH15zgSKKS29ZnFGwgMOVd9IW/tGw+c/Qfjfuws9Cy28aBBKGqKgpvuZGGX6cBkHDUMWTedBtaVHhsnNs0aTKzTr8eqet0OPlwRk18CM2p7u4of04lt4qCmdjOv+Ie1jzzNgDDXriTbhNOtjkqU6iinIIbrqZx/lwAkk8/i/QrrwurMT5/xqgqM5Pa2d+2zBB19BmJa9wZOHLD5/ZnpFLJrXWM4s0EvnsHfcFPZpIrBI5B+5lJbhvoyZWGQcVrL1H23FNgGHi696TdY0/jbhcec363fDqFX0+6GiMYJPeEQ9nrnUfCanOvEl5Ucqvs8XZIbIVgxMt30+W8E+wOC4CmJYvIv/YKQmWlaDExZN11P/EHHmx3WH9LNtQS/GGSOf0gGADA0WsYrsPOwtGhp73B7UFUcms9o2gzgW/eRF9kVkHRNJwjx+EadwZaQvgffd0wdzYFN16LXlmBFhdPzv2PELv3vnaHBUD+l1OZcfwVGAGV4Cp/TSW3yh5NSsn8q+5lzVMTzcT2lXvocu7xdocFQNUnH1J8310QCuLu3IV2jz2Np2N43+aUwQChaZ8R+P7dltFJWue+uI88D0eXfjZHFxmkEYJgE4SaIOgD3Q96APQgGEEwQmDoICXLVq8HoG+PLiAEaA4QTtCc4HCD0w0ODzi94PKCKxqhqdu9u4NesJ7gV6+hL59jXnB5cB1wPK4DT0J4w2dO9s4ES4opuP5KmpYsBiFIu/RKUs6bEBY98QVf/cT04y43E9wTx5kJrmpRUH5HJbfKHktKac5TfPQ1AEa8em9YJLYyGKTk4fup+uBdAOIOHEvWXffjiAnfsVhSSvRF0wh8/jKy0jzdSWR1xH3U+Th6jwiLF8VwJqUBvlpoqoCmKmiqRPpqYOsjUA/+Ogg2QMi3y7/vsjzzuOK+uf/gND2HG9wx4I4DTxx44sGbgPAmQlRS8yMFohIRQu1c/zv6+qUEPn8ZY5N5JDZxibgPPxfnyEPC+sQzIxCg5MF7qP74AwDixh5K9l33oUXZn5gXfPUT04+9HCMYNOePv/mg2mSm7EAlt8oea/Etj7P83hcAGP7iXXS98CSbI4JQdRUF119F49w5ZsXkkitIOf+isE4O9bw1BD55DmODeQtcJKTiOvxsnMPHhvWLt9WklNBUCXVFUF+MrC+B+lJoKIXGcrPi+k843GbF1ek1/9vhNiuymhOEBkJj2UbzjUbfzlnmRj5DB6lvq/KG/OZD9/+jpBkA4YDoFIhJg5h0RFwmxGZAXBZEp6rEdztSSvQlMwh88QqyrAAwR9+5j7kYR/eB9gb3N6o+ep/iB+6BUBBPz960f+JZXJn2H32d//kPTD/+SmQoROdzjmXEK/eqMWFKC5XcKnuk5fe/yOL/ewyAIU/fSo/LTrc5IvBvWM+WKy4imL8FLTqa7PseIW6/A+wO60/JumoCX71qbhaTEtxeXAeeiOuAE9rk8aS7kww2QnUe1GxB1myB2gKoK/ybBFJAVCJEJZvVUW+iWS31xDc/YsEdC64YcEXt0huHf9JzK6VhtjsEG8Bf31wtrgV/bXMVubqlqkxTVcvUi51yuM0kNz4HkZALCe0goQPCE753H6wgQ0FC078g8O3ElrYdx8B9cY+fgJacYXN0f65x4Xzyr7kcvaoSR0oq7R9/hqj+A+0Oi7wPv+HXk69BGoZ50M7Tt4Z1IUCxjkpulT3O9oPBBz50Pb2vP9/miKBh9kzyr7sSo74OV3YO7Z56Hm/X7naHtVPS0An9+hWBr17f9gI99EDcR56PlpRmc3TWk3oQqjdB1UZk5Qbzv+tLdv7JwgGx6RCbCbGZiNh0iEk3q59RSbu937W1NpRJQzeT3YYyaChF1peaf+b6IvPXP6tCR6dAYidEcidI6gxJnRDOtnP4yO4iG2oITH6T0K9fmW8SXB5ch5yGa//jES633eHtVKAgn/yrLsG/dg3C7Sb77geJP2Sc3WGx8e3PmXXmjSAlff7vIgbce7XdISlhQCW3yh5lw1ufMfusGwHzzPL+d15hc0RbN47dCaEQUQMH0+6xZ3AmJ9sd1k7pm1cR+OApjC1rANDadcV9/GU4Ou85u/FloAEq1iLLV0PFWqjevPNkLioFEttDQi4ivh3EZ0NshqUbtuyYliANHRrLoLYQavLNynVNntl+8XtCg4RcSOmKSO0OKd0R3gTLYrWbUbAB/8fPYKxbAoBIb4fnhMtx9Bhic2Q7ZzQ2UHDTddT/8hMAaZddFRYbzda+OIm5F90OwMAHrqX3jeFz8I5iD5XcKnuM/C9+ZPqxlyN1nR5Xnsngx//P1h/K0jAoe+YJKl57CYD4w44k64570dzhV7mRTQ0EJr9GaPoXZgtCVAzuI87FOfqIiO+rlSE/lK9Glq2A0pVQswX43Y9NTzwkd0Y0VyNJ7IDwxNkS7/bCaRSYDDRCzWao2mRWuCvXg6/qj58Ylw1pvRBpvSC9F8Jl/wam1iSlRJ83lcBnLyDrzO+HY+hBeI6ZgIj7BxsBLSJ1ndLHH6Ly7TcBSBh/HFk332H73O0VD7/CohseBmD4S3fT9YITbY1HsZdKbpU9Qun0efx08LnoPj+dzjqGka/dZ+vmAxkMUHj7zdR+/SUAqRMuJfWiy2yvgOxMaOlMAh88hawpB5pfeMdPQMSH3wvv7iClNPtji5cgS5aa1dnfV2ZjMyG1R3O1sStEp4Xl3104Jbc7IxsroHIdsnwtlK+G2vwdP0FokNQZkdEPMvtDYm7EblSTTfUEJr9BaPrn5hvI6Djcx1xsbswMw39ble+/S8mD94BhELPX3uQ8/ITtE10W/d9jrLj/RYSmsfeHT9L+2PCfCa60DpXcKhGvaskqftj3dII1deQcdQD7fPy0rXMR9fp68q+9nMY5s8DhIOvWu8LqLPetZF0V/o+eMY8VBURqNp6TrgzbW6b/hTRCULYaWbQQihdBY8WOnxCdAul9zGpiWq82c+s83JPb35P+eihfhSxbCaUroL54x0/wJEDWAETWIEjvjXCE312O/0rfvIrApMcxCswZxY6eQ3CfdDVaSqbNkf1R3S9TKbjxGqTPh6dnb3KffQlnin0HVUgp+W3Cbax/+QM0t4v9v3uVjP1G2BaPYh+V3CoRrSGvkO9HnURTYSlp+wxl/+9exRnltS2eUEU5eZdeiH/VCrToaHIeeZLYvfaxLZ4/E1rwM/4Pn4aGGtA0XAecgOvQMxHuyNn8I/UglCxFFs6HokUQbNz2pOaCtJ6IzP6Q0RdiMsKyevZ32lpy+3uysRxKliOLl0DpcnNk2VYON2T2R2QPNX91Rc6EDqnrBKd+SPCbNyEUBE8U7qMvNNuAwuzfYdPSJWy54iL0qkpc7XPJff5VW4/sNXSdX0+8ii2ffI8rPpaxM94lsZ866ntPo5JbJWL5K6uZsvep1K5cT0Kfboyd8S7uxHjb4gnkbyHv4vMIbsnDkZRM+2dfIqp3eCUdsq4a/4dPtRwdqmV3xn3qdThyw3Nywz8ljRCULkdumQNFC3cczeWJh6yBiMyBZlUwAnbxt/XkdntSD0L5GrO6XrTQHEm2leaCzAGI9sPNXyOkomuU5uN/71GM9UsB0LoPwnPqdWE3NiyQt9n82VaQjyMlldxnX8bbs5dt8eg+Pz8dch6l0+YSlZ3OwbPeJyY327Z4FOup5FaJSLrPz9SDz6Vs+jyi22Vy8Kz3iW5n320937o15F10Hnp5Ga7sHLO60aGjbfHsTGjZbALvPWpuatEcuA4+FdfBpyKcbfvsdiklVG1A5s2E/N/M+a1bRSVBzjBE9hBzx36E9XNGUnK7PSklVG9CFsyDgnk7TmJwRkH2EESHvcy+6Db+dyoNwzzS+stXIegHbzTu4y/DOSy8enGDZaVsufRC/GtWocXG0v7pF4keZF8LU6Cqhil7n0rNinVhUdxQrKWSWyXiSMNg5mnXsXnSZPO21K/vkdjXvspj09IlbLnsAvSaGjzdutP+uVdwpaXbFs/vSX8TgU+fJzTza8A8Ntdz+o042nezObL/RvpqYPMMZN6v5qlgW3niod1wRLvhkNylzSc/fyVSk9vtSSmhJg+Z/xtsmWMeYbxVdArkjkZ02AcRY18v6O5glObjf/uhlmN8HQP2xnPy1YiY8On/1uvqyL/qYhrnz0N4vbR77Glb264athTx/cgTaSosJeOAkez3zcs4wnAajbL7qeRWiTiLb36c5fe9gHA62f/bV8g8cJRtsTTM+438Ky7CaGwkqv8A2j/zEo74MHoxyluN/837zCNBhcC5//G4Dz8nbAfJ/x0pDShZhtz4i7kxbOspWg43ZA9G5O4Fab0jfnzZVntCcrs9KQ2oWLetSh9qan5GmK0mncZA1iBLZw3vTlLXCf74PsGv3wRDRySk4Dn9hrDa5Gn4fORfdyUNM34Bp4ucBx4h/qBDbIunatFKpuxzKqH6RjqffSwjXrsvrCreSutQya0SUTa88Qmzz7kJgJGv30/ns4+1LZb6mTPIv/pSpN9P9PCRtH/iWbToGNvi2Z40DII/fUjwy9fMF8nENLNaG+bn3P8Z6a+DTdPMpLaxbNsTyV0RHfcxWw8iaMPRrtrTktvtST0AhQuQm6ebkxe28iZCx30RnfZDRLXNcXb6lrXmm9LSLSAErgNOxHXEOQhHeCTtMhig4OYbqfv+G3A4yL77ARIOO9K2eAq/+YVfjrwYqesMuO8a+tw0wbZYFGuo5FaJGKXT5jL1oHMwgkH63HwRA+6x7xjGumk/U3Dt5chgkNh9xpDzyFNonvDYoCTrqvC//RD6yrmAeba95+SrEdH2HzrwT8nqPOT6KbBl9rZZtK5o81Z0pzGI+Bx7A7TZnpzcbk82lCI3TYdN08Bfa14UDrOa33Ws+SaojVXzZMBH4NMXzCN8Aa1jLzxn3Rw2I8OkrlN05y3UfPEpCEHWHfeSeLR9xYa1z7/L3EvuBGDvj54i9zj7qslK61PJrRIR6jds4bvhx+OvqCb3hEMZPelx2w5pqPtlKvnXXgmhIHEHjCXnwUfD5ja/vm4J/jfuRdZWgMuN+7hLcY46rE29sJutB0uRa7+DspXbnkjsgOh8oNlPGwGTDnYHldzuSBohs5q7Yap5aMRWSZ0R3Q4xN6K1sZaV0OLp+N99BJoaICoWz2nX4+w/2u6wAPMOUfF9d1L90ftmgnvb3SQec7xt8cy78h7WPDURR5SXsdPfIXmI+v8iUqnkVmnzgrX1fD/qJGpWrCN5WD8O+nkizmh7bkHvkNiOPZSc+x62/VhKaG5D+PEDgpNfA8NAZOTiPedWtOxOdoe2y6QRgi2zkWu/hdoC86LQIGcoosvY5s1hbSdJt4JKbv+cWfX/AbbM2lb1j04zk9wOe7epN0hGRTH+N+7B2LwKwJxLfeR5YdGmIKWk5MF7qJr0DgBZt99jW4JrhEL8ctTFFH0zjaicDA6d9zFRmWm2xKK0LpXcKm2aNAymjb+Egi9/Iio7nUPmfkR0tj0zIOum/UT+NVdsS2zvfwRh40loW8mmevwTH0RfNgsA57CDcJ94JcLTNnpQpR6ATdORa77eNtvU6YVOYxBdxiKiU+wNMIyp5PbvSV8tbJyKXP/jtjFxnjhE10Og8wFtpldb6iECn79M6OePAdA698Vzzq1oCfb//yGlpOShe6l6720As0XBplMZAzV1fD/qJGpXridl5EAO+uktHN6280ZG2TUquVXatMW3PM7ye19A87gZO/0dUob1tyWO+pnTyb/yEmQwvBJbo2gTvlduN6chOF3mfMw20oYg9QBs/Bm5+mvw15gXPfGIrgdDp/0R7mh7A2wDVHK762TIb46OW/stNJabF13R5r+3rmMRrrbx7y20aBr+dx4BfyMiPgXPubfh6NzH7rB2THCFIPueB0k4/ChbYqlbt5nvhp9AoKqGzuccy4hX1QSFSKOSW6XN2vLJ90w/7nIARk18iE6nH21LHA1zZ7PlsglIv5+4A8eS88BjYdGKEFo0Df/bD0HAh0hKx3Pe7Thyw/8YSqkHYdMvyNWTwVdtXoxKQXQ/DDrug3DY/71tK1Ry+89JQ4f8OcjVX22bj+yKMdsVuhzUJiq5Rmk+vlfvQBZtAocT9/GX4Rp9hN1hIaWk+L67qP7wPdA0cu5/lPhDxtkSS9GUX/n50PORhsHQZ26j+6Wn2RKH0jpUcqu0STUr1vHdiBMI1TfS4+qzGfLYTbbE0bRkEZsnnItsaiR2zP60e+RJ2zePScMg+M1bBL8zbwFq3QfhPfsWRGz4zNfdGWnokPcrcuXn29oPolIQPY+EDqPb7GxSO6nk9t+T0oD8uchVn29Lcj1xiO6Hm+0KYf4mS/qb8L/7CPrCXwBwjj4C93GX2n7ioDQMiu6+jZpPPwKnk3aPPU3cvvvbEsvKR19j4XUPIpxODpz6Jun7DLUlDmX3U8mt0uYEa+v5bvjx1K7eSPp+wzlgyutoNrQA+FavYvP5Z2LU1RIzci/aPfm87eO+pL/J7K9dMgPAPJThqAsQjvDdAS6lhKJFyOUfbksivElmUttxH5XU/gcquf3vzCR3DnLFZ9uO+Y1KQfQ5FtqPDOsT7qSUBH+YRPCr10BKtK798Z57u+1vdKWuU3jr/6j9+kuEx0P7Z14iZtgI6+OQkpmnXsvmSZPxZqYxbsEnRGWFz+mRyr+nklulTZFSMuP4K9jyyfdEt8vk0Pmf4E23fsNEYPMmNp1zGnplBVEDB5P7/CtoUfb25BlVpfhfuhWjYD04XLhPuRrX8INtjenvyMoNyKXvQ8Ua84I7FtHjCOi8P8IRHuPT2jKV3O4+0gjB5uY7C74q82JCLqLfSYj03vYG9zdCy2fjf/M+8DUiUrLwTrgHLbODrTHJYJD866+i/ucf0aKjyX3pTaL69rM8jmB9A9+PPIma5WtJ23sIB059Ey0M2sqU/0Ylt0qbsvU2kuZycdD0d0gdMcDyGIKlJWw++1SChQV4evSiw8tv4oiPtzyO7el5q/G/dCuythLiEvGefxeOTuH7giubqpDLP4K8meYFzQVdD0b0OKzNbNxpC1Ryu/tJPQDrppg94VuP980caCa5ceFxgMLOGEWb8b10M7KiGKJi8J5zG46e9h7ba/j9bLniIhrnzMKRmEiH19/F06mz5XHUrt3Ed0OPI1hbT89rzmHwo/+zPAZl91LJrdJmlP06nx/GnIHUdYY+exvdL7F+A4BeW8vm807Hv3YNrvYd6PjGOzhTUi2PY3uhpbPwv3mvuXEsqyPeCfeiJdszDu3vSD0I675DrvoS9IB5MXcvRO/jENHJ9gYXgVRy23qkvw656gvYMBWkYZ541u1gRI8jw3bTmayvwffK7RgbloHmwH3SVbhG2bOhayu9oZ68C87Gt2IZzqxsOr7xLq4M698kbPl0CtOPvQyAfT55hvbHjLU8BmX3Ucmt0ib4yiv5ZuB4mgpK6HDy4ez17qOWj24x/H7yLj6PpgXzcKSm0fHN93DntLM0ht8LTvucwMfPgjRw9ByK55xbEVExtsb0Z2TxEuTid7b1LSZ3RfQ/BZFsfaWmrZFGCIxG0BvB8IHeBIYfjADIAMggGEGQOqCbyZY0WLZyMwB9e3UAIQCHmYQJBwgXaE4QbtA8zQ8vOLygRYMjGqGp27N/R9YWIpdOgpKl5gVvIqLfSdBuRFiOl5LBgLnRbP5UAFyHnI7rsLNsjTVUWcnmc04lsHkTni7d6PD62zjire8LXnDtA6x67HVcCXGMW/ApsZ3bWx6Dsnuo5FYJe9Iw+OXIiyj8+hfie3TikLkf4YqLtTyGghuupu6H79BiY+nw6tt4e/S0NIYd4pGS4OTXCX7/LgDOUePMgxnC4ESi35ONlcgl70HhPPOCNxHR9wRoPyosX/ztIHUfhKqbH7XNj3rQ6yFUZyaw/8Ky1eYGvb49sv5dYMIFjlhwxoIjDpzxzY8EcCWCFqX+DmneFFm82Px3vvXNW1pvxMDTEXH/8nvfiv7w82PkobhPutrWjaeBgnw2n30qobJSoocMo/3zr6K5re27N4JBftjvDMpnLiR5aF/G/voeDotjUHYPldwqYa+lz9bj5pDfPiSpv/VJZckj91P59pvgdJH7/MvEDBtpeQxbST1EYNLjhOZ8B4Dr8LNxHXxa2CUZUhqwYSpy+ccQ8plH5XYZi+h1dNjetm1tUvdBsBwC5RCsgGCl+TB8u/DVDnBEmQ/N2/xwN1deXSCczQ8HoIHQWLZiHQB9e3c1q7kYZnVX6ma1V4bM6q/hb374QPeZVWIZ+vuQNA84k8CVDO4UcKWAOw3h2DP7pqUehDXfIFd/aR7pqznNDZLdDwvL0WHBmZMJvP+keeenz0g859yCcHtti8e3ehWbzz0No6GB+EMPI/u+RxCatdMoGrYU8c3A8QQqq1X/bRumklslrFXMXcL3e52CDIUY9sKddJtwsuUxVL43kZIH7wUg+76HSTjsSMtj2EoG/Phfvxt9+WzQNNwnXW17z9zOyNoC5PzXoGqDeSG5C2LQWYiEPec2nzT84C+BQPPDXwZ67Z9/gSPGrIg6E5qro3HN1dJY8znh/sdvYP5tz62U0kx+9Ybm6nFzBVmvhWANhGpAr/uLP0ssuNPAnQ6eTHBnIBx7zhsaWV+KXPz2tlaFuGzE4HMQKV3tDWwnQktn4n/jHggG0Dr1wTvhHkR0nG3xNMyeSd5lF0IoRMo5F5B+5bWWx5D/xY9MO/oSAMZ89SI5h+9neQzKf6OSWyVsBevq+WbQMdSvzyP3hEMZ/f4Tllcn66b9TP5Vl4BhkHbltaSec4Gl629PNtXje+k2jPVLwOXGc/atOPuNsi2enZFGCNZ8jVz5hVkddEaZLQidxoT1PNDdQYbqwZ8PvkLwF5qV2Z1xxIM7tbnKmWxWPZ1JrdLf2pobyqQRMtsotlafgxVmRTpUvfMvcCaBJwu8OeBth3DaO2GktUkpoeA35OJ3wV8LCPMY397HIpz2zsP+PX3Dcnwv3gxN9WjZnfFc8gBavH0bPKu//IyiW82KadYd95I4/jjLY5h/1b2sfvItPKlJHLbkCzX/to1Rya0StmaddSMb3/qMmA45jFv0Ge5Ea18MfatWsumc05BNjSQecwKZt91l261/WV+D77n/YeSvBW803gn34uhi/UzIvyJrtiDnvQI1eeaFzIGIQWciopLsDayVSMMPvi3QlGf+urOkzhFvVi49GWYV052G0KxLbOyYliCNgJnkBkqbK9bFf/K9iQNve4jKBW/7iG1lkIF65JJJkPereSEmHTH0fERKN3sD+x2jcAO+5/6HrK1EpGbjvfQhtBT7RpuVPfcU5S89B04nuc++TMwIa9/I6/4A3488kapFK8kcO5r9v33F8hYJ5d9Tya0Slja//zW/nnw1QtM4aNrbpI22dh5jqLyMjaedQKikmOgRo8h95iWETYO9jdpKfM/eYJ4TH5uI9+L7cbQPnxdGKQ2zz3DFp2a11h2DGHAatBsZdn3A/4WU0uyXbdoITZvMpI3f/fh0p4Mn26xOerIQDnsnV4TLKDCpN4G/yKxo+wvNdg2MHT/JnQ5RHSGqk9nGEEH/dgBk8WLkwjehqQoQ0P1QRK9jwqoX1ygrxPfcDciKYkRSGt7LHkFLy7ElFiklhTddR+23k9Hi4un49vt4OnSyNIaaVev5dvCx6E0+Bj92Ez2vPtvS9ZV/TyW3Sthp2FLE1/2PIlhdS99bL6H/XVdaur7h95N3wZk0LVmMu2MnOr71vm2HNBhVZfievR5Zmo9ISMF72cNoGbm2xLIzsqEMOe9lqFhrXsgaiBh0NsJr7/Geu4uUhpmMNa43H7/vM3UmNVcec8GbY2lVdleES3L7e9IImMmuL8+sfAfLd/wERzREdYboLmZVV4Tv8dH/hAw2mm0KW6u48e0QwyYgEuwdKbg9o7rcfDNdkoeIT8F72UO2nWZm/iw+i6Yli3B36EjHie9bPiJs7YuTmHvR7WhuF4fO+5jEfj0sXV/5d1Ryq4QVaRhMHXsOJVNnkzK8P2NnvGvpUYhSSopu/R81X32OFp9Ap4nv4+7Q0bL1t2dUluB7+jpkRREiKb25ipJtSyw7I7fMQi6caJ7S5PSa1drc0W2+4ialNBPahtXQuA6Mpm1PCoeZyEZ1hKiOYd83Gq7J7e/JUAP4NpkV8abN5ma2rTSPmejG9DB7dSMg0ZWFC5AL3wB/nTlRoe+J0OWgsPl/R9ZW0fTcDcjCjRCbSNRlD6NlW1s13SpUUW7eRSsuImbUaNo//SLCad3IQykl046+mIIvfyKxX3cOmfsxDo8aDxbuVHKrhJXVT73F/CvvxREdxbiFnxLf3dofqBUT36D00QfA4SD3uVcs7/PaaofENiUL7+WPhM2pYzLkQy56e1v1KbkrYtiFiJg0ewP7j2SgHBpWmUmtXr/tia3JVXQX8Oa2qYMN2kpyuz0pQ+Ar2FYtNxq3PalFQUw3iOnV5lsXpK8GueB1KF5sXsgciBhyHsJj7QzvPyMbavA9eyNG/jrbE1zfqpVsOvtUpK+J5DPPIeOaG61dv7SCyX2PwF9WSe8bL2DgA9dZur7yz6nkVgkbNavW8+2gY9B9fluO122YM4u8i88DwyDj+v8j+bQzLV1/K6OqFN9T125LbK94FC0pPHbqyuo85G/PQ30xIBC9joIeRyK0tllNk7rPTGYblkOgbNsTwg3RXSGme5uuFrbF5HZ7ZltIETSsgca1O1bRnUkQ2xtie9ne2/xvSSnNWdBLJ5lzcb1JiOEXIVK72x0aALKhtjnBXWsmuJc/gpbV0ZZYar//loIbrgLsGcm45bMfmH7MpbbtA1H+GZXcKmHB0HWmjD6FijmLzZ2p371qaVUmWFjAxlOPQ6+uJuHI8WTddb8tVSGjpgLfU9cgywrCKrGVUsLm6WbF1gg2vwhPQKS2vf6zlraD+qXQsA7Qm5/RzM1MsT3NlgMRfqe9/VNtPbndnpSG2aNbvwqa1m93yIQwK+tx/czKehus5u7wplFoiN7HQvdxYTE+b/sEV8Qn473iMbR0e3qES596jIrXXkJ4vXR8c5Llp0RuneAT2yWXw5Z8gTN6z5nd3Nao5FYJCysefoVFNzyMKz6Ww5Z9RUx7646sNPx+Np9zGr4Vy/D27kOH195B81p/So+sq6bp6WuRxZsRyZlmYhsGrQgy5G9uQ5hhXsjob44y8tg36P3fkEbQbDuoW7zjDFpXKsT2gZgeEXfQQCQlt9uTRsCs5jasMCu7WzkTIK4/xPYJu819f8ds95kIeTPNC5kDEEMvQLjtr0rLhlp8z1yPUbAekZiG98rH0FKsP1ZY6jpbLp9Aw8wZuNq1p9O7H1m6wSxQXcvkvkfQVFBCj6vOYsjj/2fZ2so/o5JbxXY1q9bzzcDxGP4AI169ly7nHm/p+kV33Ur1Jx/iSEyk07sf48q2fvSNbKzH9/S15otHQireqx635cXjD3E1lCFnP9M8u1Yg+hxrHiUaBhWlXSVDdWZCW7/MPGIWzGNqY3pAbF+Ex75Znq0tUpPb7clAhfl3W78CZMC8KJxmX278IISr7cxZllLCpmnm6WZGCGLSECMvD4uT/WRdNU1PXWNOUUjOxHvVE2iJqZbHoddUs/HU4wkW5BO7zxjaPfm8pfNnC7/5hZ8PuxCE4KBpb5O+91DL1lZ2nUpuFVsZus4P+55G+cyFZB2yN/t984qltxVbTsIRgvbPvULsqNGWrb2VDPjwPXcjxobliLgkvFc+btttvx3iKl1u3ioNNIAnDjHsIkR6b7vD2mUyUA61880K39aZqm24svdv7AnJ7VZmZX411C3asTIf1RkShiI89r9Z3FWyahNyzrPQWA4ON2LIuYh2I+wOa8e2qcwORF35GCLG+rF/vlUr2XTWyUi/n7QrriH13AstXX/2uTex4fVPiOvekXGLPscZZf2dPuWvqeRWsdXqpycy/4p7cMZGc/jyycTkWjfqyrduDZtOPxHp85F6yRWkXXiJZWtvJUNB/K/cjr7iN4iKJeqKx9ByOlsexw4xSQnrp5inKiEhqRNixKWI6BRb49pV0lcItXPNsVJbedpB/CCI6tQmezL/rT0pud3K7KnOh9qF5oEbW3lyIGEoeDu0iX8D0l+PnPsClC43L3Q/HNHnWNvvmhiVJfgevxJZU46W2wPvZQ8jvNafLlf96UcU3XkLaBq5L71BzNDhlq0dqK5lcu/DaCoqU9MTwpRKbhXbNGwuYHKfIwg1NFo+HcFoamTjqccT2LjBnJ347MuWH60oDQP/xAfQ508FtxfvJQ/i6NzH0hj+GFMIufAt2DzdvJC7t3mEbhidovRnpK8AamaDL7/5ioDobhA/BOGxf1OeHfbE5HZ7MlgJtQugfiUt1Xt3BiSMaN40GN5JrpQGctlHsPYb80LWQPPQB6e9lUKjeDNNT14NDbVoPQbjnXAvwmntz4jtZ5I7UtPo/MFnOJOtewOe//kPTBt/KcLh4JC5H5E8qO3c1doTqORWsYWUkl+OvIjCyT+TtvcQDvrlbWv7pm67iZovPsWZlk6n9z/DmZxs2dpb+T97kdDUD0Fz4JlwD85ewyyPYXsyUG/215avBgSi30nQ9eDwTwD8RVA9C3xbmq9oENsL4ociXIl2hma7PT253UqG6puT3KXbpiy4MyFxZJuYsCDzZpozcY0QJLRHjLoKEW39z6zt6Xmr8T11LQR8OIYcgOeM/1leIDCaGtl42okENqwjZq+9af/MS5bGMOPEK8n78FuSh/Th4Dkfojna5sjASNR2doUoESXvw28onPwzmsvF8JfutvQHUs3kL6j54lPQNLLvf8SWxDY49SMzsQU8p11vf2JbX4L8+V4zsXV6EXtdheh2SFi/6MtAObL0Cyj+oDmx1SC2H+SchUg5aI9PbJVthDMWkbwv5JwD8UPMDWeBYij9DEo+Nt8ghTGRuxdi3/+BJx5qtiB/vhtZtcnWmBy5PfCcdwdoDvT5Uwl8/pLlMWhR0eQ89BjC46Fh5gwq33zN0vWHPHkzroQ4KucvZ83TEy1dW/lrKrlVLBeoqWP+lfcB0PumC0no1cW6tbfkUXzvHQCkXniJpX1aW4UW/kLgsxcAcB19Ac5hB1kew/Zk5Xrkz/eYMzajUxBjbkZk9rc1pr8iQ/XI8ilQ9G5zT6WAmN7NSe0BYX8krmIf4YhGJO0NOWdD3EDAAf4CKP4AWTYZGayyOcI/J5K7IPa/FeJzwFeNnHY/cuvpZjZx9hqK57QbAAj99BHBXz61PAZv1+5k3HAzAKXPPkHTsqWWrR2Vlc6gh64HYMktT9KwJbzfJO1JVHKrWG7JLU/gKy4jrntH+tw0wbJ1ZTBIwU3XYTQ2Ej1kKKkXXGzZ2lvpG5bjn/gAAM59j8Z1wImWx7A9WbgAOe1BCNRDYkfEfrciEuyf1LAz0ggiq2dD4ZvmfFOkeYpY9hmI1LEqqVV2mXDEIJLHQM5Z5hsjBDSug8K3kZXTzJPrwpCITkWMuRnS+4AeQM56Crlpmq0xOYcdiOvI8wAIfPIcoSW/Wh5D4rEnEDf2UAiFmn/GN1i2dpfzTyB1r0GEGhpZcNV9lq2r/DWV3CqWqlywnLXPvQvAsOfuwOG1bhxT2UvP4Vu2BC0unux7H0ZY3B9llBXie/lWCAVx9B2F+9hLbL3tLzf+YvbYGkHzYIZ9/4fwWj/W5+9IKZENa6DwLaiZY/ZMerIg80RE2uFtao6pEl6EMw6ROhayToWojoABdQuh8E1k3VLzVLQwI1xRiL2ugty9QBrIBa8jV36BndtnXAedjHOvw0BK/G/eh563xtL1hRBk3Xonzswsgls2U/yQdUmm0DSGv3AnwuFgyyffUzD5Z8vWVv6cSm4Vy0jDYO4ldyINgw6nHEHmgaMsW7tx0QIqXn0RgKxb7sSVae3MS9lUj++lW8zdxe274znr/xCaPZsPpJTI1ZORC98AJHTYBzHqCoQz/Oa+ykA5lHwM5d+AXg+OeEg9DDJOaFNzS5XwJtypiPSjIX08uFLA8EHlVCh+Pyz7cYXmRAw5H3ocAYBc+SlyyXu2JeNCCNwnXImj51AI+vG/fCtGdbmlMTjiE8i59yEQgprPPqZu6g+WrZ3Yrwc9rz4LgPlX3IPu81u2trJzEZfc3nHHHQghdnhkZkbuCURtyYbXP6ZizmKccTEMeuQGy9Y1GhsovOVGMAwSjjia+EPGWbY2mEdG+l+/xzzZJyEVz4V3ITz2HPMqpUQuex+5/CPzQo8jEIPPsS3R/jPSCCKrZkDRe2ZPpHBAwkizBSGmW1hvdFPaLhHVwaziJo0B4YZAqdmPW/Fj2LUqCCHQ+hyHGNA8QnH9FOS8V5BGyJ54HA4859yKyOqIrKnA//JtyIC137PoIcNIOft8AIruuoVQeZlla/e97VKistOp37CFFQ+9bNm6ys5FXHIL0KdPH4qKiloeS5da12Cu7FygqoZF/3sUgH53XE50doZla5c89hDB/C04s7LJuPEWy9bdKvD5S+ir5oHbi+fCu9ESrD+yEppnZi58E9Z+B4Dod7L54hhmiaJs2gyFb5uni2FAVBfIPhOROAKhOe0OT4lwQmiI+IHN/bi9zIv1y6DwLWTDGltv/++M6HIQYuiF5hvALbOQvz2P1IP2xBIVg/fCuyEmAWPLGvzvPmL59yvtksvx9OiFXl1N0d23Wba+Ky6WwY/dBMCK+1+iYXOBJesqOxeRya3T6SQzM7PlkZaWZndIe7wldzyNv7yKhN5d6XH56ZatWz9zBtUfvQ9A9p334YiLs2xtgOCc7wn9/DEAntNvwNG+m6XrbyUNHTn/Vdj0CyAQg89FdDvEllj+jNSbkOXfmeOZ9FpwxEHakYj0I9RmsX9CSpAGSN3sT5ah5v/WzeeUXSIc0YjUgyHjeHAlg9FktseUfYkM1dkd3g5E7ijEyMtAc0LhAuTsp5F6wJZYtJQsvOffAQ4n+oKfCU55z9L1hctN9j0PgNNF/S8/UfPlZ5atnXviONLHDEf3+Vlw3YOWrav8UcQd4nDHHXfw8MMPk5CQgMfjYcSIEdx333107rzzI039fj9+/479MR6PB48n/PoP26qaFev4uv9RSF1n/+9fI2vsaEvW1evq2HD8kYRKikk65XQyLa7a6ptX4XvyaggFcR16Bu7DzrJ0/a2koSPnvQT5v4HQEEMvRLS3/5z67cnGDVDxIxiN5oW4gZA4CqG5bY3LdlIC/t89As2PIBBq/lVvfhi0nMQFLFtmHj/bt2+n7X5TATi2ezgB13YPN+DZ8WHzka92k1KHmrnmA8NsWUgeAzG9wurOhyxdjpz1FOgBSOuFGHWlbb30wV+/IvD+EyAEngvvwdnH2p855a+9RNlTj6HFxtH54y9xZVjTnli1ZBXfDjoGaRgcOPVNMvYfacm6yo4i7ifWiBEjeOutt/juu+94+eWXKS4uZq+99qKiomKnn3///feTkJCww+P++++3OOrIJaVk/tX3I3WdduMPsiyxBSh97CFCJcW42ncg/YprLFsXQNZV4X/1TnMyQr+9cB16hqXrt8Rh6Mi5LzYntg7EiEvDKrGVht+s1pZ9aSa2rmRzCkLymD0rsZVBkNUgC0CuBbkY5GzgF2AWsABYDqwD8oBioAKoARoxk94Q2ye2f7FY8+f6m7+2tvn3Kga2AOuBFcBCYDYwDeQskItArgGZD7ISpD2VQTsI4UAkjjT7cd2Z5p+9YopZxdWtGzv1d0R6H8Toa8HphbKVyFlPIEP2bG5yjT4C5+gjzAkKb92PUWbtbfqUM8/F228ARn0dRXdZ156Q1L8nXS86GYD5V9+PoeuWrKvsKOIqt7/X0NBAly5duOGGG7jmmj8mOKpy27oKvv6FXw6/EM3t4vAVXxPXJdeSdetn/cqWi88DIejw6kSiBw+1ZF0wN5D5nrsRY+0iRHp7oq59BhEVY9n6LXFsTWwL5pqJ7cjLEFkDLY/jz0hfPpR/Z05BQED8YEgciRAR3lcrA5gJZd12j79KFAU7VlLdzQ8XZtV162NrJVZrfojfHb8r2VbZNTATXJ1t1d+tjwA7Vor/KmF2AXFALBBvPkRk/+yU0jD7wavnADpoXkg5EBHd1e7QWsiKtchfH4OQD9J6msf12lDBlaEgvqeuxdi0ApHdiairn7J0M61/w3o2nnwMMhAg6+4HSDxyvCXr+sor+bLbIQSraxn+0t10vcDeeeZ7oohPbgHGjh1L165def755+0OZY9ihEJ83e9IaldtoNf15zHoIWsmJBhNjWw47kiChQW2tCMEvniZ4A/vgyeKqGufQcvsYOn60Lx5bN7LsGV22CW2UupQPRtq55kXnAmQcjDCm21vYK1BSqAJqMasslYDf7aD3AtEAzHNv0Y1PzzwL29975jc/gtSYia7Tc2PxuZHQ/PHO+MBEoDE5kf0v44/nMlAufnmLNg88iq2LyTti9Bc9gbWbIcEN72P2aLgsD42o6Yc30MXI+uqcA47CPfpN1raytHSnhCfQJdPJ+NMsWZD76on3mDB1ffjzUjlyLXf4YqLtWRdxRRxbQm/5/f7WblyJVlZaiam1da/8iG1qzbgSUmkz83WnQZW9txTBAsLcGVlk3751ZatCxBaNttMbAHPKdfYl9gufHNbYjvi0vBJbIM1UPzRtsQ2tg9knRpZia0MgCwBuRKzpWAOsBrztv/WxDYayAS6AYOAfUCMAjEARFcQ2SCSQHjtTQyFMCuxIhFEFoguIPqBGAnsCwwBugNZmNVbMKu9pcAa4DfgV5DLQRaBjJz5n8KdClknQfwQ80L9MiieZCa9YUCkdEOMvgYcHihdjpzznC1jwrSEVDxn3wJCIzT3B0KzvrZ0/ZQzz8XTszdGbQ0lD1t3uEO3S04ltmsHfCXlrHz4VcvWVUwRl9xed911/PLLL2zcuJE5c+Zw/PHHU1tby1ln2bOZZ08VrKtn6e1PA9D3jstxJ1gzpaBp+VIq33kLgMxb7kSLtq4dwKgswf+2uUPWue94nIP3t2ztraSUyCWTYNM0QCCGXYjIHmR5HDsjG9dD0bsQKDY35KQehkg5qO331koJsh7kJpDzgV8xe1aLMRM9gVnJ7AD0x0xkR4DoBaJdc+LYBlsxhANEPIgcED1BDMNMeAcCnYAkzJeYIGayuwqYCXIuyA0ga9v89AYhnIikvSH9GHBEQ7DSTHDrltkdGtCc4I66AjQXFC9Czn3JloMeHN0G4DriHAACHz2DXrDesrWF00nW7XeDw0Htt19TN+0nS9Z1uN0MevA6AFY+8hqNBSWWrKuYIi65zc/P55RTTqFHjx4ce+yxuN1uZs+eTYcO1lfQ9mQrH3kNX2kFcd060m3CSZasKUMhiu6+HQyD+HFHEDt6H0vWBZB6CP8b90BjHVqHnrjHT7Bs7R2s+hLWTwFADDkX0W64PXFsR0odWTUdyr4yq5ruTMg+DRFjz1i03UJKkHUg12NWZucCGzF7acFsLWgPDMBMZgeD6AwipW0msrtKOJorzh1BDAT2waxMd8DszQWoBzYD84FZzRvoqtt0oiuiciHrNPB2MEeuVf6ILJ+CNOyZN7tDbOm9zTFhwgEFc5GLJtoyq9d14Ek4+oyAUBD/63cj/X/W1rL7RfXqQ/LpZwNQfP/dGE2Nlqzb7pixpI0ejN7kY+ntT1mypmLaI3puFWs1FZfxZdeDCTU0sveHT5J7/KGWrFv59puUPHI/Wlw8XT772rLeKoDAF68Q/GESRMUQdcOLaCnWn4on109FLp4IgBhwGqLLQZbH8HtSb4Cyr8FfaF6IGwRJoxEivE5E22WyEShpfmz/4qxhVipTgZSw2VT1n3tudzcZACqB8uZft99J7gHSgUwQbbM/UUppttxUzwIkuFIh7XCEK9Hu0JAFc5Fzngck9DgCrc9x1sdQX0PTgxOQNeU4h4/Fc/qNlq1tNDWy4dgjCBYVknzWeWRcfb0l65bNXMCU0acgNI3Dln1FQq8ulqy7p4u4yq1iv2X3PE+ooZGU4f1pf5w1BwUES0ooe+5JANKvvNbSxFZfPd9MbAHPKdfak9jmz0Uuftv8oOfR4ZHY+ouhaJKZ2G5tQ0jet+0ltjIEshDkAswq7SbMxFYD0oA+wGgQ/Zt7ZcMjsQ1Lwg0iE0RfYDTQD8jAnPLgxxxFNre5dSHfHJHWhgghEAnDIOMY0KLMzWbFk8xT9+yOLWcYYtCZ5gerv0Kum2J9DLEJeM6+2ey//W0Kwd+si0GLiibjplsBqHz7DXxrV1uybtpeg2k3/iCkYbD4/x6zZE1FJbfKbla/cQvrX/oAgIEPXGvZrtjSxx7EaGwkqv8AEo89wZI1waxE+Cc+BIBz9BE4B+5r2dotMZSvNg9pQELnAxC9jrY8hj/EVL/S3Dim14MzCbJObnttCLIO5GpgJuaGsJrmJ5KBXpgJbV8Q6ZHdatBahANEKojemIluX8zKt8BsXViL2aO7AmRNm2pbEN7222biGn4o/RxZu8D2o3tFp/0QvY8FQC55D1kwz/IYHF364RpnJtmBD5/CKC+0bO24ffcn7oCxoOsU33+3ZX8fA+69GqFp5H/2AxVzl1iy5p5OJbfKbrX0zmcxgkEyx4627GSWhjmzqP3ua9A0Mv/vdoRmzT9rKSX+SY8haysQGbm4j7nIknV3iKG2wDyRyAhB9mCzHcHG3fVSSmTVDKj4HtAhqjNknYRwJdkW0z8iDZClzVXaeUAh5q3zKKAzsFfzRINMldDuTsIBIs2cxMBemFMkYjBn7JZgHmIxr3niQtsYii+csZB5HMT0BiRUTYeKH8xReHbqcQR02h+QyLkvIivWWh6C6+BT0Dr3BX8T/rceQFp40EHG9TchvFE0LZhH7eQvLFkzoXdXOp5hFh0W/9/jlqy5p1PJrbLb1Kxaz6aJnwMw4N6rLFlTBoMUP3gvAEknnIy3Z29L1gUIzfkOfcmv4HDiOfMmhNtr2doA0leDnPkEBBshuSti2ASEjcekSiMIZZPNAfcACcMh7QiE1gZu08sQyC2YJ3Itx6zSCswe0IHACBAdVMuBFYTbnCLBMMxRY5mYL1X1mBMXZjVPpgj/E9KEcELKQZA0BhDQsAJKPkXq1m2m+mNMAjHwdMgaBEYIOespZL21O/mF5sBzxv/AG42xaUVLW5cVXFnZpF5gFiJKnngEvaHeknX73XEZmstF8Q8zKfl5jiVr7slUcqvsNsvufBZpGLQ7+kBShvW3ZM2qD94jsGEdjqQk0i690pI1AYyKYgIfPweA67CzcbS39pa71API2U9DYznEpCNGXYFw2DdSS+oNUPIxNK0HHJByCCJxlK1V5F0iA+ZYKmZhHm3rxzx1qyMwCkSf5t3/Yf7niERCNI8a64VZze2CueksiDmZYuukhT87FCM8CCEQ8QMh/WgzcfcXQPEH5sxn22LSEMMmQFJnCNQjZz6BDFh7jLCWkon7+MsBCH7zFvoW6yrIyWecg6t9B/TyMipefsGSNWM7tqPL+ccDsPT2p21vUYl0KrlVdovq5WvZ/L45nLvfXVdYsmaospKy581ZummXXY0jPsGSdaVh4H/nIfA3onXui+tA63p8ofnW//zXoHI9uGIQo69GeKyZI7zTeIJVUPwBBErMo0gzjkXE9rQtnl0iAyDXYSa1mzGPoI0GemAmtZ1UlTacCBeIXGAk0BvzwAgDyAdmm73R4Z7kRnWAzBPAEQuhaih+39x0aVc8To85AzcqBeqLkXOesfyQB+ewg3AM3BcMHf/EB5BBa6rxmttNxvU3AVDx9psENm+yZN0+N1+M5nFTOm0uJT/OsmTNPZVKbpXdYtldz4KUtD/+EJL6W5PYlD3/NEZ9HZ6evUkcb91Ym9D0zzHWLQG3F89pNyA0i3f/r/4S8udsO1Y31vrpDFtJfzEUfwihWvMY3cwTw/u0MRlsnk07C3NnvoE5f7UvMLx52kEbm+awJxEaiAxgKOYM4URAYvZGb01yw/cUNOFOhcyTwJ0GRhOUfGLrJAXhTUDsdSU4vVC2Crn4XWvXFwLPiVdCXCKyeDPBb96ybO24ffcjZvS+EApS8vjDlqwZnZNB1+a570vvfEZVb1uRSm6V/6xmxTryPvwWgH63XWrJmv51a6n+2DzmNuO6/yEc1iQkRlkhgS/NoxTdR1+AlmZtIicLFyBXfAqAGHgGIs2+Cqls2gwln5gv0u50M7EN141jUge5GbOnNo9tSW1/YEjzZibVetBmCAEiGcQgzEMiEtkxyV0ftmPEhDMWMo4Hb3szxtIvkA3WjKXaaTwJ7c0WBQRs/Am5wZoTvFrWj03Ac+JVAAR//AB98yrL1s649kZwOKj/+UcafpttyZq9b7wAzeOmbMZ8Sn6yZs09kUpulf9s2T3Pm1XbYw8msV8PS9YsefwhMAziDhxLzFBrTuGShoH/vUcg4EPrNhDn6CMtWbdl/dpC5LyXzQ86H4joNMbS9XeIpXEdlH5pvjh720PGcQhHtG3x/CkpQRZjzqfdgNl+EIM5X3VI84lhKqlt00Ric5I7EIjHfOOSB8xpnpVr/XGzf0dobrMHN7o7YED5t8i6pfbFkzUQ0ad5RNjid5Dlayxd3zlgbxxDDwRp4H/nYcvaEzydu5B0wskAlDz6INJo/X8r0dkZdL3gRACW3fVcq6+3p1LJrfKf1K7dRF5zr22fWy62ZM2G2TNp+HU6OF2kX3mdJWsChGZ9va0d4ZRrLBs5BiCDjeYGspAPUnsg+p9s2dp/iKVhlXnqGDpEd4X0o8wX63AjazCPeF2JuVHMgzmfdljzfFWV1EYUkQQMxnzjEo258Wwt5qEQlXZGtlNCOCD1UIht3nxbORVZu8C+gLofDjnDQOrIOc8im6osXd5z3CXb2hOmvGfZuqkTLkOLjcW/eiU1Fo0G63XD+WguF6W//EbpDOtnDe8JVHKr/CcrHngJaRhkH74fyYNafwyXNIyW/qikE07Gnduh1dcEMGrKCXz+EgDuw89BS7WuHUFKiZz3KtQXQ1QSYvglCM2eGauyfjmUfwdIiOkFqePMcUfhRAZArsScjVqHefpVZ8xxXpkqqY1kQphvXBgGdMecfNEILAa5NOw2nQkhIHk/iB9iXqiajqz5zbZYxJDzIL4d+GuRc56zdIOZiEnAc9xlAAS/fxejcKMl6zqTkkg5bwIAZc88geFr/X8jMe2z6HT2MQAsv9eaaQ17GpXcKv9aY34xmyaa73T7/N8ES9as/XYy/tUr0WJjSb3wEkvWBAh89Cz4GtE69MQ5Zrxl6wKw7jsoWgCaEzHiMoQ33tr1m8n65VDxg/lBbH9IGWvrXN0/kNI8Jpc5wNZd6Jlsm1GrNortMYQGIgcYAbTDnFlcjtmqkBdWrQpCCEgcDQmjzAvVs5DVNiW4Tg9i5GXgioLKdchlH1m6vmPQGBx9R5nTE95/wpI2AYDkU8/EmZlFqKSYqvffsWTN3jdegNA0ir6dTtWilZasuScJo1cmpa1Z9fgbGMEg6fsOI22vwa2+ngwGKHv2SQBSzjofZ5I1m5dCS2ehL54Omobn5GssnY4gy9cgl30IgOh/CiK5s2Vr7xDH9olt3ABI3i+8ZtjKRmAh5jG5IcxRUYPNGalqpNeeS7hAdMOcrpCA2Y+7HpgPstbW0LYnhEAkDofEvcwLNbPsq+DGZiAGn2d+sO47ZMF869YWAvcJl4MnCmPjckKzvrZkXc3jIe0is2pc/upL6LWt/28jrksuuSeOA2DFgy+3+np7GpXcKv9KoKqGdS+a0wp6/+8CS9as+vhDggX5OFLTSD79TEvWlAEfgY+fAcC1/wloOdYll9Jfj/ztBbPK1G5E85GZ1pP1q3ZMbJPGhE9iK6VZiWMu5qliDqAr5mYxa+YeK22AiMWcqtATcGKedrageapC+BznKxKGbUtwq2cha6xLLHeII2cIdDsEALngVWRDuWVra0npuA8/B4DAF68g66zp/U04cjzuzl0xamuoePNVS9bs/b8LAcj74BvqN2yxZM09hUpulX9l7QuTCDU0kti/B1mH7tvq6xlNTZS/YvYmpZ5/EVqUNTvzg9+/i6wsQSSl4zr0dEvWhK0HNbwKviqIzUQMPtuWhFI2rIWK780P4vqHWWLbiNlXux6zIpeEOau2vXlbWlG2JwSILMxWhXTM0WF5wDyQdbaGtr0dE9wZyLrF9sTR53hI7gLBJuTcFyztv3XuezRau67QVE/gi1csWVM4HKRfdhUAle9OJFTR+gl90oCeZB2yN9IwWPX4G62+3p5EvQIo/5juD7D6qYkA9LruXEuSnaoP3kUvL8OVnUPScdacCGaUbCH44wcAuI+7FOGJsmRdANb/AMWLzD7b4RcjnF7r1m4mmzZB+beYm8d6Q1KYtCJICbIAs1pbi1mJ6wkMAGH990lpY4TbPFaZvoAbc8PZfJCbwqYXVyQMg/hh5geVPyPrV1gfg+ZEDL8IXNFQub5lvrY1aztwn3glCEFoznfo660Zkxa7/4F4+/RDNjVS8Zo1rQK9rj8fgPWvfYy/wtoJFZFMJbfKP7b5va/wFZcRlZNB7kmHtfp6RmMDFW+Y795TL7wE4Wr9sVNSSgIfPwt6CEfv4Tj67dXqa7asXbMFucxMqkW/kxCJuZat3RKDvwjKJgOGOYsz5cAwSWwDwFJgDduqtcPMilw4xKe0HSINc6pCGmYVdyOwKHwmKiSOgriB5n9X/IBs3GB5CCI6FTHYbBFgzTfIUuuSbEfHXjhHmT2pgY+eQRqt3z4ihCDt0isBqPpoEsGy0lZfM+OAkSQN7IXe2NTS6qf8dyq5Vf4RKWXL7ZMel5+Ow936iWbl+++iV1Xhat+BhCOObvX1APRls9BXzQOHy6zaWpQ4ST2InPsiGCHIHACdD7Rk3R1iCFRA6ecgQ+DtAKkHh8dUBFmFWa2twNz93pU9vVorpSRkSAK6gU83aArpNIZ06oPmozGo0xDc9nFDSKcppOPTDQK6QciQGHvyEaDCDfTBnH/swOzbnguyzNawoHmKQtK+5sg9JJR/jfQVWh9HzlDoOAaQyHmvIAMNlq3tPvxciIrFKFhPaKY1m8tiRo0masAgpN9vSfVWCEHPa84GYM0zb6MHrDnAItKFwSuW0paU/jyH6iWrcURH0fXCk1p9PaOxgcrm5v7UCy9GOFt/pqoMBgh8avb3uvY/Di0tp9XXbFl7xcdQWwCeeMRga1o+dlg/VA+ln4HhB3cmpB1uDpu3k5TNR+cuAgKYA/qHNPfWRna11pASv25QH9SpDoQo9wUpaQpQ0BAgr95PXkOAgsYARU1BSpqClPpClPlCVPjNR3VQpyaot3xc7gtR6gtR0hSkqClIQWOALc2/V0GDn+LGAOW+INX+EPVBMwnWIz35FcKcf8wwzCOZQ8AykOtsb1MQQkDKgRDV0dz4VvYFMmj9gRSi/ykQmwG+KuSiidatG5eI+7CzAAhMfh3Z2Pq90UII0i6+HIDqj98nWFrS6mvmnnQYUVlpNBWVkffBN62+3p5AJbfKP7L6ybcA6HzWeNxJrb8bveqDSejV1WbVdtwRrb4eQGj658jyQkR8Mq6DT7VkTQBZtgrWmpu3xOBzLJ9nKw2/WbHV68GZ1HzymMvSGP4YVBBYhnl0Lphza4eAiLMvplawtQLbENKp8pvJZ36Dny0NAYqbglT4Q9QEdBpCBj5dEpKS7VNOTYBTCNyawKMJvA7z4dnJx25N4BQCbbv3BRIISfAbkoaQ0ZIQm3EEyG/wU9IUoMofoiGoEzQkMtKSXhGFecJZ++YLWzDbFPy2hQRbTzI7zHyzafih5DOkbl31FJrn3w690NyomT8HmW/dmDLn3kchMjtAQy2B76yZQRs9YhRRAwcjAwEq33yt1ddzuN10u8R8rVn91MTI+3/LBiq5VXZZ/cYt5H8xFYDuV5zR6usZPh8VE18HIPW8C62p2tZVE/jWrEy4jjgX4bVmKoMM+ZDzXwMkdNgHkTXQknVb1pcGlH0DwXLQoiD9aITDwg10Ow2qAfP43HLMH1U9gJ4Qbiei/QtSmq0EtYEQZc0V1ILGAOW+ELUtFVPzcx0CPJogxqmR6HaQ4nGS4XWRHe2iXYyb3Bg37WM85MS4yYp2kxntJiPKfKR4XaR4XS0fZ0abn5PT/DXm17rJjnaREeUi1eMk0e0g1qnhdQgczQmwLsGnS2qDOuX+EIWNAfIbApQ2BakJhPDrRmS8IAsNRFfMzWZb2xTmNR/lbGdYLkg/CpwJoNdB6RdII2htDMmdoYdZYJCL3kL6rPmeCIcD9zEXARD65VOM0vzWX1MIUi80j5Ov+vh9QpUVrb5m1wkno3ncVM5dSvnsRa2+XqRTya2yy9Y+/x5ISebY0ST07NLq61V/9jF6RTmurGwSDj+q1dcDCHw30TyJrF1XnMMPtmRNwDyoobEMolPMW4BWq5oGvs1m4ph+FMJl84xYWY6Z2DYBHswDGbLbdBuCbkjqgzplPrMaWtQUpCqg07hdIuvWBLFOjWSPk4woM3ltF+MhM9pNqtdFgttJrMuB16nh0jQcQvyn1hUhBJoQuDQNr0MjxuUgwe1sSYjbxXhoH+MmM8pFssdJrEvD3VzyNYAm3aA6oFPcFGRLc7JbF9QJGW080RVpmAc/xGC2wiwEWWRvSI4oSB8PmhcCpVDxveVvKETPIyEhFwINZoJr0frOXsNw9B4Ohm7ZaLCYUXubkxN8PirfeavV1/OmJdPxFPPNw9pnralQRzKV3Cq7JNTkY/2rHwPQ/dLWv1Uvg8GWXtvks85DuFr/9rhRmk9oxlcAuMdfhNCs+d9Dlq+GDWZFXAw+B+GytmIq65bA1lmaqYcgPJmWrr9jMFsPZVgK6EAiMLTNtiEEDUlNIERRY4D8xgAV/hCNIQMDc0uc1yFIdDvIiHLRvrnymuJ1Eedy4HWYyavdNCHwODTiXA5SPC6yos1qcWaUiyS3gyiHhobZ2tCkG1T6QxQ0BihsDFDtDxFoq1VdEY3ZppCK+adb1dyHa9+fRbgSIe0IwAGN66BmtrXra07EkPPMo6wLF0DBXMvWdh89AYSGvmQG+oblrb6eEIKU88xDFqrefxe9vr7V1+zW/Nqa9+G3+Epbv1ocyVRyq+ySvA+/JVBZTXRuNtlHtP5JWbXff0OwqBBHcgqJ449r9fUAAl+9BoZujv7qPtCSNaUeaG5HADqOQaT3sWTdlvV9+VD5s/lB4l6I6K6Wrr9jMAbmiK/1zReyMachtP5Ejt0ptF1CW9gYoDqgE2iuZLo1QYJrWzKbEeUmwe3E69DQwiCR3VWiOeGNdztJb64wZ0a5SHQ78DRXdoOGpCaoU9QUpLAxSHUgRLCtVXSFE7NFoUPzhS2Ym83sO9VMeHMg5QDzg5rfkA1rrF0/MXe79oSJSL81B2BoWR1wjjRPTQt8/pIlb5ji9jsQd+cuGPV1VH34XquvlzK0H8nD+mEEgqx/9aNWXy+SqeRW2SXrXpgEQNcLT0RztO7ueSlly1zb5FPPQPO2/qgnPW81+qJpIATuo85v9fW2kiu/gIZS8CYh+p1o2boAMlQLZV8DEqJ7QPxQS9ffMRgds1q7ddRRV6B7mzlpTEpJQ1A3Jxn8LqH1OgTJHic5zf2uiR4zmQ2LucG7ydZkN8HtJDPaTbsYNykeJ1EO8+8vJCU1AZ3CxgDFjQHqg3rbGUEmBIjOmOPCBGYP+KLmmcs2hRTbG+IHmx9UTEEGrB1dJnoeAfE5EKhHLp1k2bquw84Clwdj43L05XNafT2haaScbb4eVL37FoYFY7q6N28sW/fS+0gjPA4VaYvaxiuHYquqJason7UQ4XTS5bzjW329hlkz8K9dg4iKJulEa/pPA1+a1VPn0APRsjtbsqas2QJrvwVADDwd4bJm8xqAlCHzkAajCdzpkHKQfcmWbO5ppBLzR1LfNjPmK2hIqvwh8hsClPtD+JqbZz2amdC2a67OxrkcOLXw//PsLg4hiHU5SG+uUKd4nHibd6f5DUlF8/eswhckoLeRF3CRCQzEPBGvFlgAssm+eBJHgzfXnEdd9hVSt+7wCaE5mw93EJA3E1na+m0CAFpCKq4x4wEIfPmKJQc7JIw7HGd6BqGyMmq//rLV18s9cRyuxHgaNhVQ9N30Vl8vUqnkVvlb614yT8tqN/5AojLTWn29yjfNCQlJx56AI771NzbpaxdjrJ4PDqdZGbCAlAZy4ZtmxTJ7MCJ7sCXrtqj82dyUonnNWbaaTRMIpA8zsa0DXMDA5s084UtKiU83KG0KUtgYoDaoY2BONUhwOchunlgQ53KERc+s3bTmRDcjyk1OtJtEtwOnEEigPmRQ1BSkuClAY0gP/95ckYjZh+vB3Oy4oHmqhw2hCA1Sx5kTFEK1UPGdpd8/kdwFOpvtEXLRRKRuzfQG10EnQ1QssmgT+oKfW3094XKTfNqZAFROfKPVv8fO6Cg6nWkeVrT1tVf551Ryq/ylUJOPTW9/AUDXC1r/trlv7Woa5swETWv5gdKapJQEJpvJtHPUOLSUrFZfE4DNM6ByPTi9iP6nWbNmM1m/AuqbKy2phyKc1s7T3RZII7AAaMRMFgaBsHlKw1+Q0pxDW9x8YEJTc8XR6xCkec22g0SPE9ceVKH9p5yaIMHtJDvaRbrXRXRz24Jfl5T5QhQ1BqkPhnmSK2KAIew4ScGavtM/hOLwQtphgAOaNkHtPGvX73MseBKgvgTWWHP4gIiOw3WAeQcx8M1bSL31q7eJx56IFh2Nf/1aGmb92urrbX2tLfjqZ5qK7T8try1Sya3yl7Z8/B3BmjpiOuaQedBerb5e5dtvAhB34MG4slv/ZDBj9QKMDcvA6cJ1sDVJpvTXm6O/ANFrPCI62ZJ1oflo3cqfzA8SRiKiOvz1F7RaIA2YFVs/0Dw8X8TYE8vf2NpPW9QYpNwXImBIBBDr1Jrnw7qJdjoiqoe2tQkhiHJqpEW5yIl2E+9yIICgNFsWChoD1IVzkiua34wRBwQxE1x7ZuEKdzok72d+UD3L3CRq1dqu6JbRhXL1l8iGUkvWdY05FmLikWUFhOb90OrrOeLiSBhvJtSVb7/R6usl9u1OysiByFCIjW991urrRSKV3Cp/acNr5vivzucc2+qjsUKVldR+Y47isqxq+405v9A5+gi0xNRWXxNArvgEAvXmhowuB1myJmAOfS//xuzR83aAhOGWrb1jIFsT2wBm9WswiNbfNPhPSSlpDJm7/cv9IYLSTGoTXA5yYsyRXS6LxsVFMqcmSGruT050O9CEeWhEZfNhEWFbyRXNbTQkYo6tWwyy2p5YYvtATC9AQvm3SN3CXuB2wyGtNxgh5BJrNpcJbzSuA83j34PfvWNJ9Tb51DNACBpmzsC/ccPff8F/1PV8M5ne8NrH4fnvP8ypn8zKn6rfuIWSn+aAEHQ++9hWX6/6kw+QgQDe3n2JGjCo1dcz1izA2LjcrNoedFKrrwcgq/Ng488AiAGnI7TWnTyxg6ppEKwARzSkHmxPpbElsQ0CsZitCOE36sunGxQ3BSnzmeOrBJDgdpgJmMepemlbgSbMloWcaDdJzUluSEKFP0RRU5CmUBhuPBNOoD+QhJngLrElwRVCQPL+5rHZeoOlBzwIIRADTjUnmxQtRJYstWRd1z5HQUwCsryQ0PwfW309d7v2xI4xx2BWTXq71dfLPXEcjugoaldvVCeW/QsquVX+1Ma3Pgcg44CRxORmt+paMhSi6kPzXX/SKadbknhtPafcudfhaAmtX7WVUiKXvAtIyBmGSOvZ6mu2rN24DuqXmR+kHIJwWDeZYbsggEVsS2wHNle/wkfIkJT5zJ7are0H8c2V2kS3s03Nom2rNCGIb05yE90ONMypFKW+ICVNAYLhNh5JOIB+7Jjg1lofhuaCtHG09N/WLbFu7e3uQsklk5BGqPXX9ES19N4Gv3/XkskJyaeYx87XfPlZqx/q4IqLJfd4c67vhtc/adW1IpFKbpWdklK29Pp0PvuYVl+vftrPhEqKcSQlEX/IYa2+nr5hGca6JeaEhAOtqdpSOB/KV4PmsnSmrQzVQ0VzZSN+CCIq17K1twXhw0xsA4RjYiulefBCYWOAxuYKodlT6yZJVWptsbWSmx1j9uQC+HRJYWOQKn8ovObktiS4iWxrUWj9E63+EIY7DZL2Nj+onm722Fu1ds+jwR0LdYUtd6dam2ufoyE6Dlmaj754RquvFz18JO5OnTEaG6mZ/EWrr9fprPEA5H3wDbrP3+rrRRKV3Co7VT5zAfUbtuCMiab9MWNbfb2qD94FIPGY49HcrX+bOjjFPG3GOXwsWlLrj56SRqhlExndDkFEW9TfKyVU/ACGD9xpkDjKknV3DCKAmdj6gWjMU8fCJ7H16UbzCVo6EnNGbVaUixSva4+aTRuuHMLsyc2OdrccClEb1JvfiNh3UtgftCS48UAI86CHRuvjiBtg9tRLvbk9wZrvkXBHI3qZhRC58nNkoPX/7MIbjWvf8UBz9baV3/AIIVpmr1d/8F6rr5ex3wii22cRrKkj/4vWb72IJCq5VXZqY/P4r/bHHYwzpnVvYQfyNtMweyYIQeJxrV9FNQo3mqfbCGFd1Xbjz+ZJZJ4ERI/DrVkTzJFfvs2Aw2xHEBb2+IK5eY3FmDNBvZgV2/DosTWkpKK5BSEk5f+z9+fhkVzpeSf6OxGReyKR2IECqgq17wvJ4r53N8ne1ItktdpXm0eyLY2ux6ORPdb1nTvP3MfX98qeGWvG9rhtLZZsa8aSLMlWS2p2s8nmvrPIYhVr34BCFfY9kXtGxLl/nAigyGY3ySa/AKqQ7/PwAcEG+s1ERpzzxnfe7/2wFXQmHHpSMeJ2c2lca4hZiu5UjK6kgxM0nU1XXaYrDby1MtZ32YObxdhvjoOOtuKmlIKOz5gM6/oULEYYD7blQWjZYCaXnf9WJJSxB78C8ST+6CX8c2+J87V+8SuoZIrapQtU3pblU5bF4M98CYDh/0t+gMTNhOYK3sT3wavXGflPZnLWlp/9sjjfwn82Fc3MPfcR7x8Q52s8bYKx7UP3Y3XL8+lGBX3G+JfVni+jnGiSAbRbgPlgwk3bPah4RyS8Ky/AB04CRcyAhkNBhNLqo+L6phP/PRaETKwZ6bXWkXZs+tIrVoWyZz7LUmONVHFVcK2TAqoYD668B/VdL8HJrsSDLb6OrkcT0aUsG7X/J803F59El+VtESrTinP35wCof++PxfnslhZynzXWufk/lefbEojb8W+/QG1uQZzvZkFT3DbxfZj47kvU5xZI9nbR/fCdoly6UWfhm8Ys3xZF1XZ+Gvfo0wDEPh2N71Wf/7aJ/sr2wuAD0XBqbXy2ug6JPmg5HAnvdS8AOAvMAzZG2K5CE9t74GvNbK3BVLWBp8FRip7AgtBsFrtxYAVWhb5UjLil8IGZmst0tbE2vLgqjhG4MczD3angYS9CpHdCejvgw8yTkdkT6D0EnbvAbyw/1Esj9tBPgGXhn3sL7+oFcb5wr1p68jt4iwuiXK17t9N2eA9+o8HIn3xHlOtmQlPcNvF9uPJH5jhp8099DsuWPcZeev5ZvPk57M4usvc/KMoF4L7w5+B7WNsOYm+WTyvQ1QJc/C4Aat9PRBf9VToL1RHjA+x4xIzqjBTDwCSggH2gWiLm/37Ug3ivYsOIjJaYRV86RrJpQbhhEbctelMxWsMqblCRr3prIFFBpTAWBQuYAy4ED30R0YfxYFYSGjNQkD+yD3mXq7dXXkQvjYtzWh292LeY/cN99s/E+ZL7D5DYuQtdr7MYZLNLYvNfN1a2kT9+XJzrZkFzVW/iXXDLFa590xjXN39d3hu68F/MQpT/sa+gYrJNRrpWofGSEe5hhIw09PlvgVeD/CBsuC0aTq9sMm3BTCGLtUXCu/ICpjDiFmAnqIjtEO+B1pqlhhmb2/A1loLuZIz2RLNaezNAKUU+4dCbii17cScrDRbr7uqH36scsC/4ZgyIbnoYYCL/2oLTooXX0I35aHjbt0HfYUCjT/+XSDhjD5s13X3zGfzFGVEupRT5r/wEAAv/+U9FucBk3gJMPvs65bFJcb6bAU1x28S7MPbt53GLZdKbNtBx5yFRrsbUJKWXjSe09SvyQyLcN56CShHV1Y+97y5xPl2Zh8vGAqH2/UR0Xs75F0w6QqwLcrdGwxlCLwFngm82gpLNR/4g+ME417maiwaStmJDKk7KaS59NxsStkVfOk4m+GwX6h7T1TUQGaY6gW3BNxdBz0XLn9lt0hPwYO7p6IY77A3W9NE30ItXxfnsTbuwtu4H38N9Ub6a2vqFL6FiMWrnz1I9e+aDf+FjIDs4QMddh0Frrv7Zd0W5bhY0V/gm3oXQ07P5a58VF2OFx/8KfJ/UoVtIbN4iyqW1pvGcqSDE7v+y+ChhAH3+cfBd6NgB3fs++Bc+Cc7KVWNJAOj4VLR2BF0H3gF8oJ2VDX114PqaiUqDUtA0lo/bdCdj2M14r5sWllJ0JmO0JxwAKp7PeLlOfdVtChuB3uDfT0UaEbZsT1A2VK9B6Vw0vK0bof92APQZ+UxYgNiDJoqs8dJfoRt1US67NU/2wU8BZqiDNDYH1dum7/bDoSlum1iGW6ky9lfPArDxJz8nyqW1Xl4QWr8kPyTCP38MPTkCiRTOnY+K8+nK/MqY3T1fiaRqq7UHc8+Yb7IHUYneH/4Lnyi5D5zCZNmmMD7b1ROR1UDUXG9DaI07zSSEdYKWmE1vKoYdjPCdqDRWNxNXKWAXKxm4J00ObVT0sVZovcN8M/8C2o8mnkzt+TKgYOxoNNXbg/ei8l1QXMA99qw4X7h3LT7+l+hGQ5RrYzCtbPrFN6mMR5N+cSOjKW6bWMbEky/hlsqkN/bRcfsBUa7auTPULl1AxePkHvmsKBdA40VTOXBufwSVyorz6QvfWanadu0R5wOg8Da482CloO2eaDiXMQQsYJIRDgR5n6uDYsNjstLAB+KWoq9pQ1iXCG0KSVuhMZm4hdX04SoL2A/EgRJwLtIGM3K3gpMHvwwLr0VCqXL90H8EAH1WPqdV2Q7OvV8EwH1Bvlqcvec+7PYOvPk5iq+8JMqV2dhnrIJaL/fFNPGD0Vzxm1jG1f/8JAAbf/wR8QpXOLow+8DD2LmcKJe/MIP3zssAxO77MVEuAF0rrFRtd/9YNFVbtwSLr5tv2u5FWRHmyeoZYCT4ZjeoTHTc178MrVmou8zWTKZo2rboSd2cU8Z8rSk1PKbLdUYKVc7PlXlnushbk0u8Pl7g5dFFXry2wJsTBd6cKPDitQVeHl3ktfFF3ppc4p3pIufnylxZrDJVrlOsu2tnEMInCFspupMxssHDzXzdY25VBW4C2Bt8M4lpMouIWjkr2bdLxyMbzat2B2vu6NFIkhNid38ebAf/ylnxWDDlOMvj4gsRjOPd+ONmWmi4Vzfxg7F65ZUm1hR812X0L82R9oDwuF3teRS+Y1ILWr/wJVEuAPfV74DvY207gLVB1tsLoC8+BV7dJCR07xfnA2DhZeN5jfdAZu8H//wnBV1lpYFsAFR3dNzXvwytmau5y0MZcjGbfPzGH8igtabY8FiouizUXBZrLkt1j1LDjAr+IMxUzFFpuvTh/IeZmEU25tCasMknYuSTDrkb/O+olKI94RCzPObrHsWGj+e7dCad1UnLUG2gtwKXMQ1mraDkT5MAVGozOrUVKpdN42nPV+Q5Wzei+w7D+Nvo899G3fYLsny5NuxD9+O99Qzuy9/C/qlfFeVr/cKXmP/DP2DpuafxyyWstNzD/cBXH+HtX/9fmXzmNeoLBeJ52cLQjYymuG0CMD6e+twC8fY8XffKdtiX3zqKOz2N1ZIjc+/9olza93BfMdmAsXu+KMoFoN3qSkLCri9EU7WtT0HptPmm/cHohIj2gdMYD2ELq9VAprVmpupSDpqG2hMOLbGIxwx/QvC1Zr7qMlWuM1NpMBvEl70fLGWmdaUci6RjkbAt4rbCsRSOUlhKkZszG+3OnhZ8rXE1uL5P3dPUPJ+a51NxfcoND09DqeFTatSZLIMZmWwGXbSnHDpSMbrTcTpuwKY8pRS5uINtKWaqLhXPZ6raoHvVhndswth45jANZkdMw1cUaLsfKsNQvYKuDKNSg+KUaucX0ONvw8jL6L1fRaVk4wlj93zBiNujTxP/yi+hEikxruS+/cQ2bqZx9QpLzzxN6xfkTgdzOwbJ7dlG4cwlxh5/jsH/m/xJ5I2KprhtAmDZw9P/xYewHNnLovCEEZstn3kUKx4X5fLOvomen4J0C/ZhWSENwPDz0ChBtgc2yMdwaa1XRuymd6ISfeKcK7gCLGJ8tnsDT2G08LVmutqg6hkB2Jl0yDg3lrCtuj7jpRrjxTqT5True8SsraA14ZBPxGhN2OTiDtm4EbUf9CBTajGjnrfkf/jmrrURu0t1j6W6x2LNVIoXqi6u1kyVG0yVG5yZLZsGvXScvkycDdkE6RvoQSLj2NhJxVS1Qc3TTFYadKdi2FELXKVA7wHeAMrARUzDWQTUsTw6d9gMdZh/AZ3cJJ6qojq2ozt2wux59MXvog7ITqO0dhxCdfWjp0dx33qW2N1yDdJKKVo/9wVmfvsbFJ74lqi4BRj48qc5feYS1775vaa4/SFoitsm0FovWxL6v/QpWS7XZel7Jqcv96hsIgMElgTAOfJpVExWSGvfQ4fTyHZ8NpoYruoVE++DDW33yvOF0AWMuAUzqCH60brXC1sFdCVjN0zjWM31ubZU5epSjenKu7us45aiKx2nKx2jMxWjNSF/fK6UIunYJB2brus+Sq01hbrHTKXBTLnOZLlBzfOZKNWZKNU5NlWkPemwsSXJxpYEqRtA6CYd48WeqjSo+0bg9qyKwI0HAvc4MAa6I8jEjQCtd0DxNDTmoHQGsvJRhWrn59CvnIeh59C7v4SKyVVTlVI4d32Oxl/+Lu5r3xEVtwC5xz7PzG9/g+LLL+EVCqJ9JANf/jSn/8lvM/6dF/AbDSzh4Uc3KpritgmWzg9RvDSCFY/R96isQCoffR1vfh67rY3M7XeKcuni4nIjmSO8uAEw9haUZyGehU3yaQWmaht06OYOoZyI/Ffaw/hsNdAN9ETDex18rZerbwroTq39Mbq+1kyU6gwtVhgv1t/lmW1LOPRlE/Rl47Ql1k5kmVKK1oRDa8JhWz61LHbHizXGSnVmKw3mqi5z1SLHp4v0pOMMtibpzybWtHUhETQbTlaN7WP1BG476AHM5LJzoHNG9ErTWgl06+3m1GfhVXR6F8oSlgO9ByHbC8UJuPICbJeNZHTueITGt34P//Ip/MmrWD0bxbgS27YT37qd+uWLLD33NPkf+4oYV/vtB0h0tVObnmP6xTfpeVh+INGNiLW9GzQRCUa/9RwA3Q/eQaxFtrGh8NQTALQ8/BmUsP3BfesZ8Fysge3Y/fJ+0LBqy9ZPoWz5DYryeTMzXsUhd0SebxlDmKPUOKZqG60g0EHF9kYRtlXX58xsiccvz/LS6CJjgbDNJxwOdmX5/NYOPjPYzr7ODO3J2JoRtu+HUOzu7sjwqU1tfHFbB7d0Z+lMmerRZLnOa+MFvnV5hnemi5Qbq5gt+wGI2xa9qRiWgoavmao0Vmma2VYgDdQB2e7+d6HlINgt4BWheEKcTikLFQhafekptJYdrGG1dmDvMUMk3NeeEOUCyD1icmiXnpLlsmybDZ9/EFjZu5v4fqzdHaGJyDD2uLlBNnz+AVEe7XksPWO8vS2fkR+k4L5u4lKc22XTHwD0/DDMXQRlo7bKWjsAszEsvGq+yd2GsuWO+N5NvAiEYey7QEV7JGaErbtsRVjLwnap7vLmhBF6J2dKVFyfuK3Y2Zbm0cF2HhlsZ1d7mswNcJT/g5BybLa3pXl4Uxuf29LO3o40Kcei5mnOzpV5/PIsr40tslCVDbj/URGzTAXXUlBfLYGrbGAPoIAp0NPR0CoH8sHp2eJRtC870QswJ1qxDJSmYUJeUDt3mH3GPfo9tC8rpsM9rfTKS3iloihXuFeHe3cT34+1uSs0ERkaxRLTLxwFYMPnZMVt5cTbeLMzJiVB2JLgT47gj5wDy8I5EoHYvBSEag/cjkq2ivNROgvuAlhJyB2W54MgHSEY7UtvdP7AkF5rZmum0x3M1LG1KGwLNZdXxxb5ztAclxer+Brakg539Ob44tZODnVnaU3cfI6wbNxhX6epRN+zoZWudAwNjCzVePLKPC9eW2B+DYrcuGXRk4xhATXfPDxFnoOrcpgRvQDnQUf0d8rsAacV/AosvS1Op5wEDJrGXn3pKXE+e//dkMqgF6bxLx4X5Ups30l802Z0vU7pxedFufoeuRdlWRTOXKI4fE2U60bF2tsZmogUU8++jl9vkBnsp2WnbAbs0jNmMcs+8JB4c5d71MRx2buPoFpkY2d0vQjXzMQftfXTolwQVG3DgQ25IygrAgsEYBrIQjvC9og4V7BQ9ygFObZdSYfkGmseKzc8Xh8v8MTwHFeXzHjTvkychzbm+fSmNja3Jte0D/WTgqUU/S0JHtrYxmc2t7GxxQwUGS/VeerKPC+PLrJUd1f5Vb4bcduiKxVDYUY3z9ZWY9DDICv2hMuRMCplQT7wbBaORVK9NSdbCqZOoYsTslyxOM5hU7QJ9wQxLqVo+ZQ5JQxPKKUQb2ul8+7DAEx8V3Yy2o2KtbU7NBE5xoMbo++x+0S9flprlp4xi0vLQ8KJDFobvy0mJUEcV14CvwGtm6A9gqzX0jlwF82Y3ZaD8nwAuszKFLLtkdsRlhoehcC/2ZFwSK+huK+G7/POdJFvD81ypVAFYEM2zmc2t3HfQJ6udHxN+2gl0ZaMcdeGVj67pZ1NgcgdLdZ4YmiOtyaXqLmyR8UfBUnbojNpKuol12exHrFfWNnAzuCbscACFAHSO4OxvFVYkq1uAqhMF/SY8e46mOQoiXAPcI8/j27IivdssLcVX3we3ZCtvvcGzd/jTXH7vmiK23WOie++CEDfo/eJ8tSHLtO4egUVi5G5R5bLv3oePT0K8ST2AdnUAq318gKttjwkLmK01rD4hvkmdwvKikBkag2cB3ygHZOQEB0qrs9cMFK3NW6TXSMeVa01I4Uq3xma4+xcGV9DZyrGpze1cW9/nrZkM6InREvc4c4NrTw22E5fJo4GLi1U+PbQLJcWKqs3Dvc9SDs27YFlZLFhJsFFCtUG9AbfnAusQMKUyjLRYBBUb+UtEWrrw+ZfrryI9mT5rG0HUa2dUCnhnXlDlCt14BB2ewd+cYnyW0dFufoeM/aOiadexnfX1knIWkBT3K5jlK9NUDg3hLIsej4lGydSfOFZANK334mdkU1k8I4Zk729/y7RyTQAzF4w0TZ2AjZGEMlSuQTuPFiJ6Kq2TAPzmOUi2nSEhu8zE/g0M45F6xoRtsW6x/PXFnhtvEDV9cnEbO7Z0MpDG/O0p5qi9gchl3C4byDPgxvztCYcGr7mrcklvjcyz0J1bWzQLTGbXHCdzdRcal7U1eVtmJTOEjAWDWVmF9g5470Npx1KovcgpNqgXoLxt0SplGVh32LSBdxjsg1YyrbJ3m+4wj1PCu1H9hNrbaGxuMTcWxF8ZjcYmuJ2HWPie68A0HbbPvEZ1cXnnwWM31YSWuvlBcwJFjRRvuFgsdx4p2goOYRV26AakD2IshKifIbUAy4F32wEFVEqA0GWbcXFBxKWomMN5L9qrbkwX+a7w7NMlRtYCvZ1ZHhssJ3+lsSqv74bBd1pY9s43J3FsRTzVZenrsxxaqa4SnFc70Y+bpMKmhWnq43vmxonChXHxIMBDIGOwAerLGgNJiouvike06WUBZuDxrIh2eYrWNkLvJOvoOs1Ua5wjwv3PClYtk3PQ6biPvnUy6JcNyKa4nYdY/JpEyXV++m7RXm8pSXKb5un8+x9soLTv3oePTdpLAl77hDl0o0KjBqxqQZlkyYAqI1BfdJ486JKSOAqUAUSwOaIOINkhGD0q63M9LHVFo6VhqnWvj1VxNPQlYrx2GA7ezsz66JR7JOGpRQ72tJ8dks7G7LGqnB6tszTV+ZXveFMKUVn0iFmKTwNM9VGxNaJDUAWcIHhaCgz+4yP31uC8kVxOhWIW6bPoMszolzW4B5UWxfUKnjn3hTlytx1Dzgx6iNXqI9c+eBf+BjoCfbuyWdeE+W5EdEUt+sUWuvlG6LnYdlYrtLrr4DnER/cQnxAbkoMgPf2CwDYe+9AxYUrm6NvgFc3U3fatn7wz39cFILju8welB3BuFtdY6WJbFvQ8BINCg2PshcmI8RWXTyOLtX47vAcU+UGtoJburM8uDFPNn7zRXpFjZRjLB139eWIW4r5msuTw3MMLa6uF9dSiq6kg8JEhM1H2WCmFCuJJGOgS/KUlrNidSq8Jf63V5lO6NoNaBiRrTwqpbAPGjHtHX9BlMvOZEnfYqrgxZdlucK9e/qlt/BqEeQU30Boitt1itLQNcpXx1GOQ9e9t8pyvWRu8Mw994vyALgnTIOcc0ieSwcLstosmzQBoBsLUAnigXK3iHKtYBjwgBaibCKrej4LgZBoTzgkVjHL1teaY5NLvDy2SN3X5BMOjwy2s70tveqV5JsJSik25pI8OthOVzqGp+HoxBJvTCzhRWkJeA9i1kqCwlLDo+xGKXDbgE7MmOtLH/DDnxBaDgK2OSGqjYvTqU2muVhfeUlcTDuHDJf7zitoT/ZkIBvsdcUXZcVt674dJLra8SpVZl+XH4pxI6Epbtcppp43XaMddxzAychVAbXWlF4xUSVZ6ZSEyRH01DWwHey9wpaE8gzMnANUNI1kS8HCldyMirXL8+kyEG5u2yNrIvO1Xm4gSzsW2VXMsq26Ps9fXeDiQgWAHW0pPr25jZZmtVYMqZjNgwN59ndmALhSqPL0yDylqGO5rkPaWWkwm6260fpv2YaZXDYLekGcTdlpyO4230QQC0b/bWDHoTQF87LZvtbWfZBphUoR/9I7olxhIlD56Ov4dbmKqlKK7gfNiOFwGFMTBk1xu04RitvuB24X5amPDNMYH0PFYqRvOyLK5b5jGuTsHYdQqYwoF1cDj1PnLlS6Q5RK+w0onjLfROa1HcJUjDpA5SNhDCeQeRocxao2kC3WXL53ZY7pSgNHKe7ekONwdwtWs1orDqUUezoyPDiQJ24rFmouT43MMV1evWPXfNwmbil8IvbfqjQr0WCXg1g+YbQcMl/LF9Gu7BhZ5SRhgzk51FdfleWybJz9phDhviNrg0js2Ind3oGuVqgcPybKFe7h4Z7ehEFT3K5TTL9o/Jtd98sKzvJrZsFKHboFKyXrE/VOBuJ2v2y2LYAOJ5JFUbUtnTMd004rJCNo6tJFYCr4JgIvcYCS61MOQv07k7FVE5ITpRpPj8xTdn2yMZtPb25joCW5Kq9lPaM7E+eRze20JR3qnub5awuMBEMyooZpMIst+28LkebfbsFs1YuYSD5ZqHgXJDYAPhRPyvOFa+i1N8RTGsLcc+/kq6IPKMqyyNxpmr1Kr70ixgPQHezh0y8fw/dW74RjraEpbtchKpMzLF0YBqArGOEnhdLrRtyGN7oUdKmAP2Sy/uz9soJTL43D4lXTYNV/mygXAMXgCK3lYESVzOHgazco2UziEK6vmb9uUMNq+WyHFyu8eG0R19d0pWJ8enMbuUTThrBaSMdsHtrYRn82ga/htfECZ2flm6veDzFL0RZcCwt1j7ofUf6tSmDSE8BEg0VRvQ0ay4qnxAUn3fsgloHaYmD1koO961awY+jZcfTUVVGucM8rvyGbZNB6YCdOSwZ3qcTiO+dFuW4kNMXtOsTMK28Dxoweb2sV49G+T/moubHTt8smMnhn3wTto/oGsdp7RLm49rr52r0XFZcVf7o2CfUpwIbMHlEuQ1jEDG0AM+s+AkqtmauZPNu4pVZtUMOF+TJvTCyhgU25BPcP5ImvYjNbEwaOZWwhO9tMxvI7MyVOTBdXJUkh61jL+bezVTfC17AJs10XgDl5uvS2IBasCJVhUSplOSvWhHBtleJKpLB3GOHunZIVneGeVzn1Dl5Jzt5h2Taddx0GTGpCEwbNlXsdYuYV4wHqvEe26752+SLewgIqmSK174AoVzhW0RFuJAPQYyYnUfXL+pWBFa9tehvKjmKAQpjL2A1K2LccoOz6VILYr9Xy2Z6ZLfH2lNmAdraluKM3t+rxY02sQCnFoe4WDnaZh8lzc2Xenope4CqlaE+YeLC6r1mKyp7wruqtbHYqgFIOZIOH6XANkuQbCNbSsbfkrQl7jeh0hUfxxvsHiG3oB9elcvxtUa4w8WjmVVmeGwlNcbsOEVZuO4UtCeWjZvFIH74FFZMbSap9f1nc2ntkBacuTgaWBAv6ZB8OtO8avy1Adp8olyEss+K1jWZgg6c1c/UVO8JqVErPzJY4OWOOuvd1ZDjYlW3GfK1R7GpPc2tPCwAXFyocWwWB67zHnhBdesImTHLCYiTJCctrTmUI7QlbQbr2QCwNtQLMyg6QsPcYj6p/8R10rSLKlb7N7EflN2WFdMddpgkw3NubaIrbdQffdZk7apoEwqMMKZTfMtEk4Q0uBT0+jF6ah3gSa4uwCBwLjn06d6MSwn7UyiXTSGa3QFJ2+IVB6EFrj8xru1Bz8TXE1OrYEc7NlZeF7YHODHs7M01hu8axLZ/i9l4jcC8tVFbFopB1LBKWQgNztYimqakEK8kJsn5RwEQOxnsBvfKQLcVlOdB3GFg5GRPj6t6IausGr4EnHAkWlbjtvMNYLYqXRqhOR2BbuQHQFLfrDIunLuJVqsRyWXK7tojxaK2pHDOLVPpW2UQG75wRnPb2g6hYXJRLjxtLh9oQwSCF4hnzNbtHXnDpOjARfLNJlitAzfMpBukI7cno7QiXA2EEsK8zw+6OaGwYUUBrjedrGq5P3fXwfL2q074+aQy2pjgSCNzz8xXOzJYj5VdK0REMd6h4PpXIhjuE9+ZMcNIijGVrwhlxKhWehI0fk00yUAp7l2kE9s7LxnSFe1/11Dv4tZoYT7ytlZadgwDMHZUV7DcKmm3A6wzhFJP2I/tRltyzTWNsFHd6CpwYSWm/7flA3O6UnbSma0srR2bSlgSvBNVg9G1mtyiXwRjgY6aR5cXZtF5JR0g7FsmI7QhjxRpvTi4B5qh7T3sE44w/QXi+ZqZYY7xQZapQZa7cYL5cZ6nqUqq7VOoeGpgeuQBA12WFApIxm0zCJptwaEvHaU/H6WpJ0NeapLslgSO4JnzS2NKawvU1b08VOTVbIulYbM1H4Us3iFkWuZhNoeExV/PYYFvyD2gqDboTmMFUb3fJ8qV3wNxz0JhB12dQ8U45rp79YDlQmoalMcj1i1HZu27FffXb+Gdlq8SxjZuw2zvw5mapnj5J+ha5dJ2OOw6ydH6Y2dffYcPnHhTjuVHQFLfrDKElof3IflGeytvmiTi5Zy9WUi4jVHvu8tGStfOwGA8Ak+8AGlo3ig9uoHzRcMV7ULE2WS7tA6PBNxsjmUZWdn1qvkYBbRFP/JqvNnh1bBGALa1JDtwAVgTX8xmaLXFxusTwbImr82Ua3kerbmmg0vCoNDxminWG31PttJVioC3FYEeabZ1ZtnVlia/ihLgPgx1taWqez5nZMm9NLpGOWfRmEpHxt8ZtSq6Hq01zWS6Sa3kAI24nQG8FJdfPoOwUOjVoRn+XzoOguFVOEt21x6yzE8dlxe2OwwD4Y5fRpUVURiY1SClF+vCtLD39JJXjb8uK29sPMPx//gWzR+WziW8ENMXtOsPcW6bztf02WW9q5Z23AUgfPCzK44+ch1oF0i1YG2QHDuiJYARu7yFRHsBsJACZnfJcTAN1IA50ibNprZkPmshycRsnwlSCcsPjxWuLeBp60nFu7WlZs8K22vA4PV7gxOgiF6aK1L13d5HHbYveXJLeXIKObIK2dIxcMkYm7pCK28RsxTkT/cyuvXtxPU2l4VGqeyxVG8yV68yV6kwWqowXqlQbPlfmylyZK/PchRkcS7GtK8uBDTkO9LeSXqNjh/d1ZCg3fK4UqrwyVuBTm9pojSib2FKKfNxhtuayWPfIxGxs8espD2SAEsZKJOzHz+wy4rZ8Hp2/W/R+Ub2H0JPvoCdOoHZ+Xo4n14bq3YyeuIJ38QTOofvFuFIHDxtxG+yJUgj39Pm35NMtbgSszdWqCRH4jQYLJ0xjQPttwpXbE2YueeqgrBD0LhrBaW8/KGqz0NqHKfNErHpkbRbaLUJtzHyTjkLchlXbDSYFQhhLDQ9Pg60gF2ETmedrXh5bpOr5tMZt7t6QW3PjdLXWXJ4p8erQHCfHFt/ViZ9NOOzsybK1I8NgR4aulsQHvv5YUHkNhWku9f5VPq01syVTzR2aLXF+comFSoNzk0ucm1ziP789yu7eHHdtaWdXz9oaQ6yU4khvC+WGx3SlwUuji3xmc1tkyRsZx6LQUDR8TaHuLScpiEEp0APAOWDU/Lvk55HaAsoBd9FkbicEc8R7D8JxYPYCulFGxeTsQvaOw7gTV/AuHBcWt2YPrJx4W4wDIH9oNyhFZWyKysQ0qV75QsVaRlPcriMsnrmEX28Qy2XJbhkQ4/FrNarnjYhO7j8oxgPgXwrE7TZZwcn8MNRLEEtB+zZZrnLg6030oRzh1AJdwoz1hJUcTTn4WrMYZIO2xp1IRdKxqSXmqy5xS3Fvf57YGhrQ0PB8jl6Z58VLM0wtrTSedGbjHB7Is68vx4Z8SuzvpZSiM5ugM5vgyOY2tNZMLdU4NV7g7WsLjC9WOT1e4PR4gbZ0jHu3dXLnYDvJVRq48V5YSnF3fytPDc9Rani8Pl7g3v7WSKrySina4jZTVZelhkdLLIrTiG7gIlABFgA565KyYujUFihfMP8IiluV6UJne6E4AdNnl4c7SMDeth/3hW/iCycmJPfsA9vGnZ6mMTlJrEfm7xfLZsjtHKRwboj5t8+Q+mxT3DaxTjD/9lkA2g7vEa1y1s6fBbeB3dZuQqyFoH0fb8gcwVjS4jao2tK1F2UJb+ihuE1vl+UBYDz42hlEDcliqeHha3CUIhuhn3N4scLQYhWAOzfkyMTXhihreD4vXZrluQvTFIMGu7htccvGPHcOtjPQlloV24RSip5ckp5ckk/t6maiUOX14TmOXplnvtzgr94Z53tnp7h3WwcP7OgitQZEbsK2uKe/ladH5hkv1Tk7V2ZPRAkYSdtEg9V8zWLdpSMp54MFTCVV92AaQceQFLeAWYvKF6B8EZ2/V/aa7N4HxQn05EmUoLgN9wx/7DK6UkSlZAoJVipFYtsOaufPUjl5nFjPoyI8AG237DXi9tgZNnz2ATGeGwFrp3TRhDgWjhtxmz8k231fOWWehJN794sugnriClRKJt+2X1YI6ikThaO6Zb3K2qtcZ0kQFrfaZyX+q0+WC1O1LdRN1TYftyMTbUt1l7eCZIT9nZlIG45+EHyteWN4jn/63XN86+Q4xZpLPhXjSwf7+B8/v4e/dusAG9vTa8YP3JtL8qWDG8xru6WfrmyCSsPjqbNT/JMnzvLCxRlcT3ay1IdBWzLGrd0mIuzUTInZSiMSXhV4bwGKrh/RYIfwpGUatPD7TA0CtrEmNGRzVJfX2GnZ+DGrtRPV0Qda4w2fFeUKJ3RWT8k2e7UdNnt7aD9cz2iK23WEhXdMk1L+oGx8TPWM6WJJ7pUVgt6w4bE270bZcpUj7dZgLqimdu0R4wGCOe4aYp0oJyfLxSzQwDSStQtzBVVbTNU2HVHV1tea18YKeBq60zF2r4HIr5G5Mv/i6Qv8p7eusVhpkE/F+NqtA/w/HtvN/du71sxR//shZlvcuaWDv//ITn72zk10tyQo1z3+4sQY/+x75zkfPESsJgZbk2xqSaCB18YXaUQkupPBYAeAQiRjebOYxjLNymRBGSgrDsnAyla5LMpF1y5AmeptWVZIW1v2AuAHe4kUknsMT/WsLE/rAbO3h3v9ekZT3K4jLIvbA7JNStUzxiqQ2iMrbv0hs1DYwQIlhrlL4LuQbIOsYDMFrGwcadnkB4PJ4GuPeCOZ1np5w2+NsGp7eqbEfM34bO/oza1qJbTu+vz526P8H89eZHSxSipm88UDffyDR3dx+2A7doSpER8XllIc7M/za5/eyV+7pZ+WhMNMsc7vvDTEf3xjhFJUU7veB0opbu1pIR2zKDV83p4qRsbdGlZvGx6e9NAMpViZWDbxw37yk0G4JlWGRGlULA1tg+Yb4eptuHf4Q7IJA8lgL6yeOSU6oCLc2wtnL+PV6mI8NwKa4nadoDY7T3ViGoDWfXLH3X69Tu3yJWDlaVUK3og5erE2y1ZT9UxwxNO1S9ZmoT2oBIMbUnLT4wyZi6ncwsoGKYei6+MHCQmZiKq289UGZ+dMluttvS2r6gsdmSvzvz19npcuz6KB2za18Q8e2cWDO7rWVGPbR4VtKe7c0sE/eHQX923rRAHHri7wm6tcxY3ZFnf2mpOP4UKV8aLcdKjrkbQV8WAs71Ik1dvwYbsAuiJLFa5JtQm0V5Xl6jTH68trrxDCvcMbOS8qOhM7doJt483P407JVdnTA73Eclm057F0XvYhZK3jxl1Vm/hIWDxljtUzm/uJZeWaLOqXL4HrYrXkcHrlfJy6WjaeW8DaLDylZ8ZUvFWn8KSw2oQZg2slId4ty8U0ZiJZGnO0KQd9ndc2F4umautrzRsTS2hgY0uCgRa5QSI/DFprnjg9wb967iIzxTqtyRh/694tfP3IRrLJm6efNxmz+fKhDfydh7bTlU1QqLr8zktD/OWJMbxI/Kffj850nB1tZmLZm5NLNHx5e4JSajnezjRPSldvE6w0k03+sJ/8+FROC8Q6AA3VK7JcncGaPntBlMfasAWcGJSX0DNjcjzJJPHN5uGgdl7O36uUonXfDgAWgj1/vaIpbtcJFs+Yampur2yMVTW4cZM7Zauc/tULoDUq34WVk/OLat81tgSATuHM2UqwYSQ3o8TzZsPqQbf4RLKqp3G1mUaWjah6enG+wmLNJW4rDgcNRlGj5nr8wWsjPHV2Cl/Dof5Wfu0zO9jZszqvJwpsak/zq5/awT1bzQS/5y/O8DsvXV5Ogoga+zuzZGIWFdfn9EwpEs60Y2Er8LWZxCePsHo7LU+V2my+VmTFLR07WPbdVhc/8Md/VCgnhtVv9kR/RLZKnNxpBHtVUNwCtAZ7fOF0U9w2sQ5QOGu8nK17ZMVt7aKpciZ2yApB/5p5orc2CQvOhRHwGxDPQFb4+L4aWhI2yfLoBjAffCNdIV45ns3G7EhybSsNj1OBkDnYmSW5CiNk50p1/uWzF3lnbBFbKX7iln5+5s7Na3bK1yeJuGPx1cP9/Nydm0k4FpemS/zzpy8wtih8bP4+cCzFLcHDzYXggUcaSilarqveSh53G3QCCiiCLn/QD388JIO1qXpV9H2peBpyQRpEWFwQgrXR7CH+Vdkqcbgn1i7INnvlgj2+cK5pS2hiHSAUt7ldsl7O2kWzQCS2y4pO76p5KrU27hDlWU5JaN8u67f1a2b6D0BSeJwms5gO6zQoWUuC62sqQbd6Syya5ebEdBFXazqSDoOt0dsRxhYr/B/PXmSyUCOXdPjlB7Zy15aOyF/HauNAfyt/56HtdGbiLFQafOO5S1yeia65K0RfNkF/1qQnHJtcikBsmgc5BdR9TV3alqFimJG8IF69TfQDNnhFcBdkudpNb4iela1AhnuIF5W4vSgsbnebxr/CGdmHgrWOprhdJ1g6PwysXPhSCJvJEttlRac/GojbAeF82znzUKDahdMLqqOABidvvG2imAm+yk+wKQZV26StiAkODgkxV20wEkz4uqWnJfJ0hOHZEv/m+css1Vx6c0n+7sM7GIxokMBaRG8uyX/z8Ha2dmaouT6/8+IQp8cLkb+OQ91ZLAXTlQbjJfkucvu6uLtiJI1l4b0880N/6uNCWQ4kgl6K6jVZrnAS5Lxs9Fi4h/ijl2SbyraZPbF+ZRjtyp0ghAWspYsj6Ah85msVTXG7DuDV6pSGRwFo2bFZjqdYxJ0wE68SW+XsD7pRR09eBcDaIDwKN1xY24R5wo0iKTcWGQgGN4TZkZ2yVFpTdANLgiPvtdVacyKIfdqcS9ImPSXqPRiaLfE7Lw5RaXhsbk/zXz+wldZUtK9hLSIdd/ib925hT28Lrq/5968Oc3JMzkf5fsjEbHa0mYzjE9NF+UYvVvzlJdePgC88GSiYplRJJIOpk8LilrCgMD+E9uUeEKzezWDZpqlsQe7hINa3AZVMoRsN6qNXxXgyg/0ox8GrVClfiyAibo2iKW7XAYpDV9G+j5NNk+yVq9bVh43Hx+7oxM61ivH4kyPge5BuQeXlBJquFaEUHPO1CUdz1czDx/LGIYYFwMMMbpCtEFc9jafNIhPF0IbJcp3pSgNLmUlkUWJ0ocLvvTRE3fPZ3pXlb9+3dV34az8sYrbFz981yOGBVnwN/+frI1yYijYqbE97mritWKp7jBSEo6yAhKVwlIkFE28sU0nMUAdYeXgVQvgAXhuVtXi09IGTBK8OS+Mf/PM/IlQsjuoxVjB/TO4oX1kWiS1mH6lfkuOxHIfsVvMZLV0Ubvxbw2iK23WA4iXzlJjdtkn0mLZ+xYjbxKCsENTjwwBYfVtkj50Xg4Uh020aHISg/TrUAxGdkBa34cbXLp6SUAqqtmnHErcHaK2Xm8i25VOkI8y0nS7W+J2XLlN1fbZ0ZPiv7h4kvgpNbGsdtqX4+pFN7N+Qw/M1/+6VK4zMCTdAXYeYbS1PqDs9WxKvpiqlyAQ+8/BekEVYvRUWt/EewAKvBK6cxUQpC/LBSeOCrEiz+sye5Y/L8izHgV2RbfbKbjONf+Hevx7RXIHXAYqXTBd+yzbZLvxaULmNbx4U5fHHDY/VJ8uzvKDm5awcANQnAQ12NgK/7XXiVhC+1svVqkwEQnOyXGeu6mIrIh2xW667/N5LQ5RqHv2tSf6re5rC9ofBthQ/ffsmtndlqXs+v//KMPPl6CYpbcunSdiKUsPnSgTV20xgx6l6Glc87ze8p+dAMsnAiq3kcNfkKqrA8tqrF4ZFacK9xB+TFZ3xoPBTvzIsytOyLG5HRHnWMpqr8DpAMfDbZrbI+jkbI0YMiovbCXPDWr2yolMvGB6VF47mqgW+qITc0Asg8OKFWZ9tP+wnPzaqno/GTCRLRDBW9lxQAdyaT5GMwN8LRsD/X6+PMFOq05aO8Yv3blnVKWg3Chzb4ufv2kxfa5JizeU/vHqFhhdN44tjKXa1G8vKubmyeHJCzDITyyCKzNscYAMNVu5zIYRrVV3W06lag7V3UbYCGe4lelJWDIZ7Y31EtkKc3WpsFuHevx7RFLfrAKUhY/zPCovb+tVA3G4aFOXxgwXI6hGOzAoX1FZhnlowWSghPQY3zLbNgoqLMpXCqq0jP5FsvtpgqtxAATvboqva/sXxMc5PFYnZir9x1yAtETew3chIxmz+q7sHycRtri1U+NNj1yKJ6ALY2prEsYz3NorkhHDcdFnamqAsIOx1mP9hP/nxkQgGR9SEG5bCtXdRNlfX6jUi2p+UTRiIbzQiunFVVtxmBo29Ldz71yOa4nYdIExKCC94KdSvGjEY2ygnBrXbQM+YozDVI1dR1V4DisHCnRMWt2H1I97zw3/uY2Mh+JoXZdFaUwnEbRSNZOeDqu3GXCIyr+25ySVeujwLwNdu3ciGfCoS3psJbek4P3PnZiwFb40scHREWJAFiNkW24LP6/y8vOc3HZwk1HyNJy7gwxMZ4b9lPHgQr0+jtaBob+kDZUOjDBU5L7Hq3GASE+pV9KJcYkI82Bvd6Wn8ity1tyxum5XbJm5mlK8aMZjZJHfs7RUW8ZdMc0G8X65CrGfHTZxVPIlqFQzGL04YnlgKUnJH+NormcYMWPGxiWEh+JoXZal6etmSEBe2JFRdn2tFk2u7I6Kqbanm8sdHzYPcXVvaObwxHwnvzYjtXVke22uE0jePjzFbqkXDG4jb6XKDgvDUMsdSxIL7oCJuTcgHXxdFfbc4ObASgA+NWTEaZccgGzz0L40J8jioDnMd6mk5QWi35rGypq+iMSrHE+711alZvGo099RaQ1Pc3uRwyxVqswsApDdtEOOpj5rjD7u9AyslJzL8KbMgWF39ssfdhWAhbdkgyxOmJDhtplFDCroBhJUCuZg2YHkiWcqWT0kYXqzga2hPOrRHZAv4z2+PslRz6W5J8GMH5O6p9YKHdnaxpcMMefjjo1cjyaBNx2w2ZI0159KC/FjgtG22Wnlxm8X4bl0kfbdKKYgHsZK1KTEeAFqCe6wgJ27B7CkA/pTsUX4sKP7Ux+R44u157LR5gFuvWbdNcXuTI7ywnWyaeKtcJ35j3Cw8sT7ZzV7PGB7VJWux0GGuYouweAnFbVx6WlgYmp8W99uGG3hK2JKgtWZo0XS8b43IFnBybJETo4tYCv76kY3NZIRPAJZSfP3IRhKOxdBsmVeHhKOsAoTWhCuFKp5wkkF4L1Q8X9ZbrCxW8quFJ8GFJ00N2alo5MwarAWzbmFlT9GzsjyxDYanMSZYiVaK9ICpeK9XcdtMGb/JURk1zUrpflk/pztuFgRpcesHC4/VKZwsEPhtVYtwk1c92BjistPCVja6nCiL62vcYPNO2rLCb7bqUmx42EqxsSUhygVQd32+edxsSA/u6GIgwua1Dwvf10wtVBifK1OqNDhzegKtYUF3kE449LSn6W1LYQt/Nh8V7Zk4n93XyzePj/HtU+Mc2JATb9DrScdJORYV12e8VGOgJSnGFbcUFuADdV+TsCVPNHIYC1IBEFyPY8GaVRce+ZvtQcNKD4QQrE7zt/JnhMVtr9m7wmmeUkj397B0fphyoAHWG5ri9iZHeGGnhMVtYzIQt72yYjB8qlYd0YhbssLiNvSrxaTFbTgNSlbchpaEhKWwhC0JV4Kq7UBLAseSF2vPnJ9iodKgLR3jM7ulm/8+HOqux4lLs7x9cZbjl2YYGl+ift3Rd3HadGVn31zJdI3ZFhu7sxza1sHh7R0c3t5JKrH6W8E9Wzt488o81xYqfOf0JD95q2y6i1KKzbkkZ+fKXClURcWtUoqkbVH2fCqeT0L04SK8x6Urt0HPQ2MGrbWcBSlcg6Urt8GeIl657TM8jQlZm0W451ealdsmbkZUxs2xd6pP9tjbnTQi2umRFZ3+nOFR7XLiQmsNxcBHlpXk8aERdDXHBZvjtGZF3MoOiagF4la6autrzWjRCLZNOfmqbaHa4PkLpkL1xQN9q25HOH9tgSdev8qzb4+xVGm8639zbEVve5pcOs5SehGlFNnONkrVBuOzZequz+XxApfHC/yXF4dIxm0eONjHo7dv5MCWdnGf9A+CpRRfPrSBf/XcJd4YnuOB7Z305OQEJ8CmQNxOlOo0PJ+Y4HWbdIy4rYln+obitgzaM2kDEnCCoRF+Dfwy2EIjr8M1uFZAu1WUI3NNWO3GZhHuMVKI9Rix3piS9SqHe35lQtg2skbRFLc3OarBhS0tbhtTZkEIb1wp6HmzIFiC4pZ6EdygySQj+HdzFwEflAO2pOisYYLdFSC0AQWohpVbYXE7U25Q8zRxW9GdlvUQAzx1doq657OxLcWBDbINeT8MZ67M8++eOMexCysbVkcuwZFd3Rza1sGezW3vsh2cPGle6/79+4EV28L5qwu8fXGWo+enmZgr892j1/ju0Wvs3pTn5x7dxW07O1dF5A52ZNjXl+PUeIFvn5rgb9w9KMqXi9u0xG2W6h5jxRqbW+W82+Ewk5qnZSudxIEYK8McZE5rlOWgnVazjjXmxcStimfQ8QzUS1CaFssdV23BnlJeQtcqqITMteB0mz3SnZIV0ak+I9arTXHbxM2IyoSp3CZ7hSu300Z0Ol1ycVa6UoSq6fhXecH3UwqavJJ5lC0onMKqrdMmLCSKwde0XBUH47f1gl4ZWU8hjAbxX/3ZhLj9YbHS4PVh0+T0hf19qyL65gpV/tU3T/HCCXNkaltqudp6eHsn9oeMXLMsU9XtbU/zwKENaK05PTzPE0ev8syxUc6OLPD//N3XuGVHJ7/6Ewfo65B9GHo/fG5fL6fHC5waLzC2UBHNEFZKMdCS4MxsmdFiXVTcxqLy3SoFOovJui0iakWKta2I26SgjSTTDfUhWXGbykAqA5USen4KJTQB0+k2e6Q7PSX6kJPsNVa3UAOsN6ytroImPnHUpo2ASna3f8BP/ujQWuPOmBvI6ZITnXoh8KemsmJP1QCUA560sA/WXTBfY3lZnuVIIFmhUgsm+8SF/bZaa8aDPNQNWXlLwvMXp/F8zZaODNu6suJ810NrzVNvXuNv/bPneOHEOJal+OwdG/n9X3+Yf/jTt3Lbzq4PLWzfD0op9m1p59d+8hD/4R9+mq/ev4WYY3Hswgx/+589z5+/OIQvnCTwXvTkkhwaMBXnZ87Lb8zhNTRZqovGkCmllk805K0J4XUqPIbXyZuv4VomhXRg2yoLN6+1mjVfcpCD0xFw1Gr4S0sf8NM/OpLd5m8WaoD1hqa4vclRnTJCLdElJ279UgldNf5Hp0POO+ovmI1O5YVFZ7iApgV9sACNBfPVkT7mjkbc1oOyrfTghqW6R6nhYynELQnVhsdrQTTVw7uk49reDdfz+ed/9g7/8x+9zVK5wfb+HP/q797Hr/3kIXrbP/mkhraWBP/1l/bxO3/vQQ5ubafW8PjGN0/x//mDN6nWhUfHvgcP7TTVrePXFpgvy47IbUs4JGwLV2umy40P/oWPgXhQra2JPzCE93rxh/7Ux0b4YB6uZVII1mJdlhsYASvi1l+QE7dWMrk8yCEsCkkgLGhVJ9enLaEpbm9y1GaCyq2guPXmzIKjUmnRAQ56yYgMlZMVnToc85iW+5sB4AbdzOLiNhzeICxu/Wj8tlOB2OlMxXCEhfSxqwvUXJ+ubILdPbLNeNejVG3wP/7eGzz+2ghKwc89upN/8d/cx7Z+eb/vhs4M//Mv3c3f+ep+YrbFSycn+O//zSvML0U36ag/n2JbVwYNy5YQKSil6M2Yh6QpYSGdCFI9wgdBOYTrsPB44XDtcmWTGVQqWIsFR/ACWMHUS12Q5QmLQN68HE+i00zWrM8ton3pk4K1h6a4vYmhtV4Wt/GOvBiPG9ygTpvcmFoAXTDvxcrJ8lBZAK5bUKWwLG4FPXFas7LBCT54aL28YceEBedUUF2TrtpqrXllyDy43b01uhSBQrnO3//Xr/Dm+WkSMZv/988f4Wce2YkTYTatZSm+dM8g/+Rv30lLOsa5qwv8t//HS0xFMM0rxN1bjAB4fXhOfMhCd9pk6kqL2/BUw9VaeBJbeK/XQQuOFw7XLrcgO5xiWdzKHrGrYG8J9xop2G3m/biC4jbc87XvU18QjoVbg2iK25sYXqWKXzOLdUJQ3HrzZiEIb1gphE/TKicsOqvBwpbMi1ForcEL/FaS4pYGEB4py/mUPW0aZUDWlqC1ZrpirmlpcTu2WGV8sYpjKW7bJPxAFaDh+vyjf3+US2MF8tk4/+y/vpu79wlnLf8QHNjawT//O/eyoSPNxFyZ//Hfvk6pKnt0H2LfhhyZhE2h6nJ+Ss6bCCvX0nzVxRUU0ralCPvIGpKCXcUwiQkAgg8kYcqLrptIMCmkgvsvKDxIQbWYvSU8JZRCuFeGe6cIRzyOkzUPObXZBTGetYqmuL2JUZ83T2vKtnGyckfS3kIgbvN5MQ4AXQxGyGaFj2arAU9SkMevrVRUHMkmpXBjSwSjOWUQbtQxpUQrnMWGR93TWArakrJhL29fWwBgd28L6bh8sIzWmv/tT45z4vIc6YTDP/lbd7FzY16c94Mw0JXlf/6lu2lvSTA0scQ//oO3cMUbosCxLA735wF4++qCKFc6ZpNyLDQwLyzew5MNUXELrDzMVn/oT30cKCsGVpA76wn6exPBWlxbFK0Qq2weuG6vEUK4V3oLC6I88Tbzd2s0K7dN3Eyoz5sbNN6WExUcXsHw2K15MQ4AigvAygIkAa11NOI2rNpaKZSSFE7hxiaYLgE0Ak+XtCVhLhhY0JaIiScyHA/E7eGBvBjP9fiz54d46q1RLEvx//rZ29i6QXaa3EdBd1uKf/QLt5OI2bx5fprfe/xsJLyHA3F/arxAQ1hQdwTjfmcr0uLWbLvy4jYcdiBsJbGDh3NJcZsM7gXfhYagjzgonOhgr5GCnTM83qKs/SHeZv5uYaFrPaEpbm9iNApmsYnlZTdJr2BuHDsny6PLRhCqtCCPVwM/2NwSkjzBAi011WcZobiVjcwKN2rpBq/5mql2t6dkK6mTSzXmyw0cS7GnV15kXpsu8u++YwTjr3xpH0ciTmb4MNg5kOfX//phAP7shcucHpaPGNrUniaXdKi5PkMzsrFW4TUVXmNSiKmoKrehuBVuBAzXME/u81F2HMLJZDU5i4rKBPd6SdYGE+6VnmAUGEA82PtDLbCe0BS3NzGWxW1ONpvTL5ob1GqJSNxmBLvWa8EiYMXAFhSEy+JWrsnLINzYZMeYujqaZrKFqhEe+YSsuD07Ya61bV1Z8VG7vq/5zT85Qd31uXVHJz92j0x4/CeB+w708chtA2gN/+xPjlNvyEaEWUqxK0ipODspKwTyCVO5Da8xKTjXNZXJIly/5GwJwMoa5gknMySCdb8uKW4NR7jXSMEO9spw75SCE+z9TXHbxE2FZXHbIlsd9IuGx87KiuhlcZsSFLfhwhnPynbHRy5uZSu3bgSVW601i7VoxO2FoIFpVwTxX88dH+Pk0ByphM1/95MHV2UC2kfBL31pL+0tCa5OFfmLl4fF+Xb3ms9AuqmsNbimig1PtKlsWdz6WjZhYPmel67cRiRu48G9WJMTast7S6OGbsglZ1jBXilduQ33/sZiU9w2cRPBLZrFJuyYlIIXiFsrIyeijRc2WDxTgmI99HPFhe0CfuCDs2S9sBAu0HLJAlpr3GCPdgSFWd3T1APR0SLY4OVrzZU5cx1s65S9DjzP5z989zwAX3toOz1t0g87Hx+5dJy/8dldAPzR0xcpC1c6t3YYITBZqFGuy3ElHWs56aMoyOMEt4hmJWFEBuE9LxtvtryG+cIV4lhwb0h6bpPXrcdVOZ5wr/RLslabcO93S8IPHmsQTXF7E2NZ3GZkBZRfMTxWWlJ01sE3R6AqKSgA6sEiEBMWGeFGYMvaBaIQt9cXuWzBouNSIDjSjvWxRs5+EMYXq9Rcn6Rj0dsq+/k8d2Kc0ZkSrZk4X71viyjXJ4lHbhugvzNDodzgr169IsqVTTp0Zs31Gz50iHHFbcBMwZOCUorw8pXN7w3v+UaQdy2EcA3zhBvX4qG4FfT2WjYEo921pLgN9spw75RCuPeHWmA9oSlub2K45WAkrrS4LQfiVnA6GbXrbs64oOBwgwU6JlxR9QJxa0mL27DzO/ZDf+rjwAs2TksheqReCvydoQCRwmgwqGCgLS2ayADweCAMv3zvIGnhaLNPErZt8bWHtwHw7ddGhI/XYVNQ0R4VHiIRXlslYS9xeMLhif7dQnHrs5J1LYBwDZPMuQVwgjW5IVshVglzremqnIi20oYj3DulsCxuy8JV9TWIpri9ieFVzAVtp2QFlK6aDcdKyQlCXQs2tXgSZQletm6wCDjColMHG4ElOIhAX7+pSYpb89UWFoJl1xziph1ZcTu+aK6BPuGq7fhcmROX51AKHr19oyiXBB46tIFk3GZ0psTpK7LJCeFnEX42UsgE11Z4rUlhuXIr+kxgAeE9KWgdsQJvr7S4jZlrQLvCQi0R3Pd1OR4rGVaHZR/Wwr0/1ALrCU1xexNjWdwmZZuJ/KrhUQlBMRAuNJJVW7hO3Mr+zfADu4CSnLJ1/YYmVxUMq0+SlgSAclBNS8dkl63JJXMN9OaELQlvjwFweHsn3Xlp7/Unj1TC4b4DfQA8G7wXKfTmzN9noiC7SadigbgVrtzaUVRulWLloVYwuzdcw7Swtze0PwiLWxXsMVpQ3Kqk4Qj3Tik0xW0TNyW8YPSutLjVdcOjEoJNS0HnqorJjlzVbrBAS8aAGSLzVbJyuyxu7WCjk0FoG5Q+wq8GIf5JW3bZmi2Za6AzK3sNHLswA8C9qzhe9+Pinn09wMp7kULouZ0r1UUtEOG1VRMeGBHeK+JRt4SnHJK2hEBA+7LDL5QTrJWesIgO9xjBtAQVNxy6VhO9nu1gTw61wHpCU9zexPDrZrGx4nJH0nCduI0LCjU3WDhjwqIzXDht2b/Z8kYgOp0s3NBkj/F9As+tKAvUgjPchGDurK81C2VzDbSn5a6BesPj1LCZX394e4cYjzQObutAKRiZKjIraBnIp2MoTHxWUXDIQtKJSNwGX33xrNtwfRG0JajgPtGyqRnYUYnbYI9xBaPAwr1Sa3Dl/m7h3h9qgfWEH2mXqFQqjI6Oft9/P3Xq1Md+QU18clgWtzHZRhXdMDwqJigIw4XGEW66CUSnkha34UZwE4hbHVHlth4Ijrhg5bZYc/G1cSrmUnLXwPDkEnXXpzUTZ2O3bD60JHLpOFvCHNrRRTEex7JoCRruFgXH48YDb01N1gy77LmVldBwnYyWo1hew3y0FuQJK8SecIXYNu8n3NdEOK7bK0XzdIO9329Wbj8Yf/qnf8rOnTv5/Oc/z8GDB3nttdeW/7ef/dmf/URfXBMfD9oNorOkxa0X8DhyYmCZw5IWt4EglObRAY+SFJ7hRiM8YSuo3EqPHgiD9SWnoJWDCKhU3BYV69emTSf2xm7hYSERYGO3EbfXpmSD4tNBtnFZMKYrqgEL4WcuXriNRNxet75oSfuDLc8BEIjb5b1AAtftlVrwlCDc+yU51io+8q73j//xP+att97i+PHj/N7v/R6/8Au/wH/8j/8RQDwO5sPiG9/4Blu2bCGZTHLbbbfxwgsvrPZLWhX4wXGHsmUrd6FlQDTFwAsqndLvJRLRCctV1ZtA3Ia3vbRGi2IKWjgkICMdNxaI24Eu4WEhEWBj8B6uzcgG0oefSUlwwML1D06SxduQRSO9Z4bXsaS4ve5eERW3oeiUtj8EPJ4cz/V7sha0JYQ8viDHWsVHLk81Gg26uroAOHLkCM8//zw//uM/zsWLF9dEBeKP//iP+dVf/VW+8Y1vcO+99/Jbv/VbfO5zn+P06dNs2rRptV9etAjEgBIUA3DdQ40lKAiWFZSwszM8VhPnCTc1yc8mCo7o4C/n6QpOQQtGrUlaHwAKga+3TbhpLQrkg/ewVJY9+owHftiGoOq8/toy15vMtRbdHbkio+Vw/b0i+UQQ8EgX0cJrQNRicX21W7Byu+x/WRuFxyjxkcVtd3c3J06c4ODBgwB0dHTw5JNP8vM///OcOHHiE3+BHxW/+Zu/yS/+4i/yN//m3wTgf//f/3eeeOIJ/vW//tf8xm/8xvf9fK1Wo1Z7dz7fxYsXiUs2R0WES/PTjFMjOzGKe/KkGM/lcgU8n+q5s8Smp0U43AuXqM8WsVJzJAXfi3/xGkzOo5JXUDU5Hj0WeNbnz6AcoeEXeg4YAjKg5ETUXK1B1dPkYhZZQQvM8NAsGjhTzpOMyTxIXZxaYnpkDCeX4uRJObE2dPEcxekJZsYsTp6Uq6pcuHBB7P87xMTVCYrTVxi5XODkSbn4tPGhUaani5xPFUgX8yIcWmtGgka/k5W2ZUH9SaPc8FhoeMSVYlrQ242+AMwDHiiZLGKtNYyPm28WTqJsmVg7PXkZPTIPhXGsdrm1uTY6hTdbJHZpmFib4L5ZMbqjdvo0Tr5NhGP82ghXqVEsznNScN+MEvv37/9QP/eh79ylpSUA/uAP/oDu7u53/W/xeJw//MM/5LnnnvsIL/GTR71e58033+TRRx99139/9NFHefnll9/3d37jN36D1tbWd/3zu7/7u1G8XHEsV9Kln3QjsaOsvyfPj4+bq3K7fAUIvh0/IotFI/CQS44RjgqxQAC6EcVnSR7lX3/6KLriRPaxyxO9+8Q2gnU6ssrtTcKzTvGhyyz3338/3/nOdxgYGPiBP3Pvvfd+Ii/qR8XMzAye59HT0/Ou/97T08PExMT7/s4//If/kF/7tV97139LJBIkEjf+ceFCawc2CXZu2MjuD/m086PATqfA89i+ezex7p4P/oUfAa63QK0ji9XbQUrwvfjlFyFxDbVzELVdjke39AM+9O9FOULd8nracJADJfdepqsNyq5PW9wmF5er3J6LT+Fr2Lu1g7RQ5dbqKPDKYobethT79+8Q4QAYPOtzZiZN98A29u/fKcYT4sNWO34UXC2PkO0qs3FLtyjP0aUsc8kCO3b3s3+LTHya1pozMXP6tH97Jwkhe0qp4TFTc0nYit6U5JRCgGlgB6gfvHd/LAqtocUM82BgP8qWOYnS+Qp6sQ06+7AEr7Pq691401ni27YQk9w3k+Zz37F3L05HpwhH7sxVpknQlcmL3ptrER/6zj1y5Ah33nknZ8+efdd/P3bsGJ///Oc/8Rf2cfBe76/W+gf6gROJBLlc7l3/3AzCFq5r8JL220ThhYrCB/UuHumn6Si8cNGUh6J4J4ZHPvjevq5bXhLphHkIqAhmtkaF8D0kBR9sYOUzkax2X/+xS7quoztTidLbL80Trv3Cf7Xl/g5Jiuv+ZoLHRCHPWuiHihof+v793d/9XX7hF36B++67jxdffJHz58/zta99jSNHjqwZMdjZ2Ylt299XpZ2amvq+au56gAqqDtqXFYQhD5I8YbOa8HtZEepRiWhJnnBBE/78g6/ifd/BRyM5sjQZjPatCo9f7ciZNXNqQXa2fBSYnDfvobNVdlxx+JkkHbnG1euvrSgsI0pc3obvR1KqX7e+SDbihmu/ZCoPXBcHKdgg7a2sL5JpRmEEmBK8Z9YqPtKj9v/0P/1PxONxHnnkETzP47HHHuONN97g1ltvlXp9HwnxeJzbbruNJ598kq9+9avL//3JJ5/ky1/+8iq+stWBFQw8kIwaAXNzammecAGQzB6E6OJmlB0McpB8PxFkXBJdZqdjKeqeFq2qZiLIUgUY6DJWlKtTsvFZUeDatMm3lY41W45pS8ht1OG1ZSnZVI4IioMBIogDvD7+SzLaMFyTRQffsLLH2HI879orI+BR0sOP1iA+9DseHx/nN37jN/jd3/1d9u7dy9mzZ/n617++ZoRtiF/7tV/jZ3/2Zzly5Ah33303v/3bv83IyAi//Mu/vNovLXKET2t+Q1ioBYHUsnl9YRi18HsJxK32XdmNR0URSB6RuA2+SlduY5YF+DQEq/eZwC5Qc30ank9MyHO5KZhKdnW6SL3hERfyEEtDa83QuGk2lp60VqyZeyUjaH9oRJClDNcNPhFXtxGLW8lpiKG4layowkq+rSDP9fuYZOXWDwc5CUcbrkV86FVi69at7N69mz/5kz/hC1/4Ak888QRf+9rXuHbtGr/+678u+Ro/En7qp36K2dlZ/tE/+keMj4+zf/9+Hn/8cTZv3rzaLy1yLM+VFha34ShByXGFOEHThSs8I9uOZsRjNPPYw0VTtgq5EqUoK28TEYxGTToWScei6vrMl+t0t8gctfd1pGlvSTC3VOPMyDyHtsk0lEhjdKbEzGKVmG2xa2NejKfS8KgEtoR8Wi46qxYc40o1koUIDx+kR1ZDuL5IZpCHFVVb1tsZjEbHlo3pXBknL2e31PWV/UUJxo76AY+duPGjTT8qPvQd/Pu///scO3aML3zhCwA89thjPPPMM/zzf/7P+ZVf+RWxF/ij4Fd+5VcYHh6mVqvx5ptv8sADD6z2S1oVWMEFLT1XOrw59Xvygj9RxIKbsy7IAWAFPJ4wT3i05kuK6PDZVVrcyjd6wYrgqLmCoedK0ZYx18BcSe6+UUpxaLvp+H/r/IwYjzTeumBe+97BNhKC1ef54LPIxG0Sgv7B8NoSF7dB5Va+nhbe+5IV1WANU4J5vQBecD8Ki1sawdofk+PR4T7mOLKV22Dvt5ri9gfj61//+vf9t1tvvZWXX36ZZ5999pN8TU18Qgif1ryqrFCzgoZCLSg8VbDQ6Ibse1FO8LTuyT4QrFRuJXmuG70paH+IqnKbDPJUK4LiFqAjELeTS7LX2h27TV74c8fH1szo8o+KZ98eA+DIri5Rnqngs+gQnugWXltJoeENIVYqt6I0rFRuBT2XOhpxq93gfhSv3BoeJSlug0KQJTwsKtz7m5XbHwGDg4O89NJLn8RraeIThp0yG4FXERaESTORxq9V5UjiwfGwJAdAKG5dYR4r4PElxe31G5qc/cEOKreCbgEA0kHFruzKVqL7cuZam1iUvQbu2d9LKmEzNlvm1LDM9ChJjM6UODk0h6Xg07f2i3KNF8xnEX42UgivrYxwd7kXxppJHuNrTSTi1g/2F0s4NSlckx3Za2B5j4nL8YR7pUoJTacMEO79oRZYT/hEHk/b2mRGxzXx8WCnzM3pVmQ3aStpePyKXKyRSgQjHb0G2hMUN+HC2YhK3Ao+eCgFhNUUOftDYIUVjegCSAcxXWXhmK6+VnOtjS3KxnSl4g4PHNwAwF++PCzKJYFvvXIFgFt2dNHZKjNyNcRYEJnWKxw3VgqurVRMtnLrReK5vf6BVrCqGj6gW8LVwUDcqpjsNaDrAU9CjkcHe6UlHKPqBXt/qAXWE9ZfC906gpMxG45Xkt2krbR5+vTLZTmS5HVPuFXB+KRYwNMQfC9wnbgVFtGRiNtwLKqsNSEbM9Wnpboneoy/qd1cA+OLVfG826/cOwgYa8LI5JIo1yeJuUKVvwzE7VfvGxTl8rXmypy5Hze3yVa6ikEEXEtcsFNe6+UHQVn3Q3gq5Ajnzwb7iyUsoMI1OSZ7DSzvL0m5aLtwr7QysvF5brD3h1pgPaEpbm9iOFlz47glWaFmpQ2PX5ITncp2IOhe1VXB9xOVuLXDSrS0uA2rKXL2B0utRNFLZtCGgqPha9HEhNZUjLZ0DA2MzMleB9v6W7lnXw++ht//zjlRrk8Sf/j0RWoNj10b89weeIelMLVUo9LwiNmKDXm5TVprTTF4mGmJyR3j+6zE5onaEpbveeGKaviAbgsLqAjErW7UlxN5lKC49cpmrwz3TimEe3+oBdYTmuL2JkasxVzQjSXZoHgra/It/aJs5UmlzPvRZUGeeLAI1ItyHABWsBH40hOqwo1N1ncd5oK6ghVV21JkguPiQl023m5Lh7kOLk4LXwfAz392F5aCl05O8PLJiQ/+hVXGmSvzyzaKX/jcbvHRnhenzGewuT0jOjWs2PDwtbHZpAVtCaHf1kLalhCRuPUiqtzWg30sJijUrj8VTMqJdb9ormnxym0xFLfC1e41iKa4vYkRyxnR6QqLW3tZ3AoLgXSL+VoR5IkHHPUSWnI0rh0sNp5whZjQ0yUrbmPBJi1ZuQXIJ4zNYqEqK25395rr4GwEVoEtvTl+8qFtAPyL//IOS2XhpI6Pgbrr8c/+03F8DZ+5tZ9bdsjn84afwa6eFlGe8JpqTTiigr2hoxkUsXLPCzcThWuYLVwdrAX3YkLuOlgunKSyKMEhDv6S4bFbcmIcAI2C2SvjrbIDVtYimuL2JkYsZxab+qKs6LSCG9RbKojyqLS5QXVJUHAkwkVAr1QKJBBuBJ70+NWwmhJV5VaUhnwwQWyhJitud3a3oDC+2/kIxObPPLKTga4Mc4Ua/8sfH1+u7q0laK35V39+ipGpIm3ZBL/85X3inDXX41JQPQ8fOKQQXlPhNSaF8AEwJi5uQ8tTVOJW0C6g9cppWlxOqOmy4Qj3Gil4wSlneOophXDvd1qa4raJmwixVrMZNBZkRaedC8Tt4qIoj8q0AqBLcjzKclaOvWqCf7dlcVsUzjgNxa2stzfcqCVH4wK0JY3wmK3ITpDLJBy2dJrP6Pg12esaIBGz+QdfP0zMsXj19CS/9ZenxDk/Kv7Ts5f49msjKAV/72sHyaXlszNPjxdwfU1nJk5Pi6xIC6+ptqRsXmsjcnErbBfwgmKDLSigGpWV8btJuWqnLi4AK3uNFMK90m6V5Qn3/nhe9sFwLaIpbm9ixNvMjdMoFPEF47Ps1jwA3uKCGAeAysqLWwCSwYJTFeQJNwLtysaBLW9sst7eFXErW3FsTxnhUWx4y6NSpXBoIA/A29cWRHlC7N7Uxq9//TAAf/7iMH/63OVIeD8Mnjk2yr99/CwAv/ylfdyxpycS3mNXFwDzWUhaBXytmasacduRutnErWwTHl5QUZUUt7VgLY6lUIJDHHTR8IR7jRTCvTLcO6VQnw/EbZvs+1mLaIrbmxjXP63V5+WEmp3PA1GIW8Ojl4QD78PKQHVBjEJZzkoDhifp6ww3NndlkpAAwo3a07J5twnbWk5NmCnLVm8P9rdiKRhdqIhn3oZ44NAGfvHzuwH47b86ze9/5+yqTy/78xeH+Kd/eAyAr9w3yFfv2xIJb6HS4Fzgtz28MS/KtVBz8bS5jnPCMWCRiFutWXmgFazc+tWV6YeOoOe2Eqz5CVmRtly5DfYaKXgLhkdS3Gqtl/f9eJust3ctoilub2JYsdhyU1l9dkGMx25rB8CbnxPjAFA5w6MLwuI2ZXiWF1QpOMGC4wqKW2Wz4rmTa16zlMIJ9uq68KiyrpSp3EwJe2GzCYf9G8xm+uqQ7LV9Pb720DZ++jM7APjD713kn/zHY9SF83bfD56v+cY3T/KNb57C1/C5OzfxSz8m77MN8caVOXwNm9vT9ApPJpsqmWupKx0TrRC7WqMBBTiiSQk1TOiYQlTcuoF1y86glKBXOSw0hGuzEMK9ReVkB1N587MA2O1y78ctlvDrpgCQ6MiL8axVNMXtTY5Ep7lJa4Li1mnvAMCdnxetMqkW8150QVhoJPOGJzJxK+3pDKu3sskMccssJ3Vh3213xhwbS4tbgLu2mM3nrZF58YEOIZRS/Pxju/h7XzuEbSmeeXuMv/svX+R8RPYIgGvTRf77f/MKf/7iMAC/+Pnd/OpPHBCN4roenq+XHyju3tohzjcVnAJ0C/uIwwe/uKWEI9TCez0lO8AhFLeOcGUwXItTeVEaXTCiM9xrpODOm/fjtMmJ23DPtxJx7HRziEMTNxkSXebmqc3ICbWwcovriloTVKvZ5PTirBgHgEoHm2lFlgcnOGITF7fhcaFsMkM8mMNbF/bd9gQCpFD3xEfxbuvK0t2SoOb6vDokfD28B4/dvpH/39+8k1w6xuXxJf7uv3yJf/v4GcqCMWj1hscfP3ORX/7N5zk5NEcqYfM//Myt/NTD28XzbK/H8WsLLFQaZBI2B/tlj6Jd32e6Yh6UeoTFbS24N+K29NYb3uvC+abugvnqCNsFysG9l5J90An3FtUqF3GntcabmQbA6ZDjCff8ZHdHpPfuWkFT3N7kCMVtdUqu2mnF48tdn97MjBiPyncBoBdnZH2IobgtS4vbvPnaWJDliUjcJoLKrXSjV9y26AyafsaLshFnllI8tMNcdy9cnKEh/N7ei1t2dPI7//1DPHioD9/X/PEzl/i53/ge/+mZi5+oyK03PP7qlSv8jX/6DP/28bPUXZ9bd3Ty23/vQR48tOET4/kw0Frz7AWz+d+/rZOYsBCcLDXwNWRilujYXVi5NxLiFfDwXheOgArXLmFxS9nsK8uFByHohYAn2Gsk4C8V0A1zUmALittwzw81wHqDbKBfE6uOZHcgbiemRXmczm68xUXcmWkS23eIcISVW9wGFBehJS/CQzpYcEpGRIs99cby5mtY/RBDtJVbT5ssT8mQ+r5MnJlKg9FijW1tstWpWzbl+e6ZSRYqDV4dmuX+7XIb3/uhLZvgf/iZ23jo8AT/9vEzXJsu8buPn+UPnrzA/Qd6+cxtAxzY2kHM+Wgi0PN8zl5d4HtvjvLM26OUArHc2Zrkbzy2i0eODKxKxefE6CLji1USjhWJJWEseEDqyyTEExnqkVVuw2xz4cEK4doVrmVSCAsNacGKqu+vVG7zcjzutNmLrZYcVkIu3q46aYR6qAHWG5ri9iZHqtdsxJUJuYoqgNPVRe3SBRpTk2Icyomhch3owiz+/BS2lLjNBOLFrZjgcKmJOLHA1+Uuon3XJCiIIKze1EDXQckcvVpKEbcUdV9T9XyyghN++lsSvDNTYqrcoOb6JD6isPsocCyLz+zu5k+PjfLU2SmObG4nFZOt8L0f7t3fy117uvneW6P88bOXuDpV5Km3RnnqrVESMZsDW9rZvTnPxq4s/Z0ZWtIxFst1LBTjc2VKlQZjsyWuTZc4N7LAicuzy4IWoDuf4q89uJXP37mJ+Cq8PzBe22+fMiOIH9zRRTouu0X5WjMaiNsB4Rzd0G9rK5abL0WgfaKr3AYngjE5AaW1D6Up801W7sFSL82D1wBlidoSwj0y1i0bp1cdNyI61ADrDU1xe5Mj2Wcu7PBCl4LT0wuAOyknbgFUWxe6MIuen4RNO2U47Dg62QbVebOoSolbKw1WwuTcuvMQF1qElAM6hYkGWgLkqmEJ26LumwzarKBAaok75BMOCzWX0WKNrXnZhokjm9t5/uIMU0s1njk3xef394ny/SDYtsWjt2/kkSMDnLmywHePXuWlkxMsluocPT/N0fPvvs+L01cAyHaNvu//XybpcNfeHh49spFD2zqwImoY+0F4ZWiW2VKdbMLhgQhG+06W6jR8TfI6q4sUqqElwbYiaCbzARvRjFuvbKLAABzBBqzKvBngoGxRz62eM3uXynegbLm1y500D29Oj6y4DQtaoQZYb2iK25scqeDCLo9NifLEAnHbmJoQ5VEdvXDlLHpWVkST7TbitjgJ7dtEKJRS6FgH1MagPisnbgHIEYW4TdqKpcbKRi6JjS0JFmouVwpVcXFrW4rP7+vl3716hecvzHBkcxvdLcKTn34IlFLsHWxj72Abf/fHD3Blcom3L85weXyJa9NFxufKlKvu8uF0ImaTTjj0tKcY6Moy2NvC4W0dbOtvjSwB4YOwVG3wxGmzfjy6p4eEI189vlIw4mygRdaSACv3RFLckhBGC7aA5HtqBFYBJ4eyBB8MisFan+lECZ4GLYvb9l4xDlip3DrCldvKqOFJNcVtEzcj0v3mBgovdCk4vaaS1RgbE+WxOvrwAH92XJSHbC/MnEMvTSC65YXitiFrG4EWYBKQHcUcbtyuNpOYJIPqN+eSvDNTYqbSoFh3yQofYe/ty7Gnt4UzE0v82bFRfun+rVhroAvZshRb+nJs6fv+OKYTJ95BA4cOHoj+hX1E/MWJcaoNn4F8iju3yPsE656/bEkYbJV9UPG1Xk5KkBe34T0uHM9VD8RtTLjCXgwKJllZ0RnuKVaH7KlMY9zskbE+2UbNcrDnhxpgvaGZlnCTIz1gFoTK+LToCN5YKG7HZcWtChYePf3+x6yfGE9LsMAVhUV0PNgY6tLiNtzoCsH0IhlYSi13gldd2eptKmYvRzcNLVY/4Kc/PpRSfOVQPzFbcXmmxCuXo40G+1FgWWrNVGZ/GN4ZXeTtawso4Cdu6Y/koWGkUMXXkIvb5BOyD0Zh1dZRKoKxu2G0oLS4DSwwcVlxq5eiEbd6xuxdqkOWxw3FbY8sz3Lltilum7gZkeztRNk22nWXuyclEOvvB6AxNioa02V1maddf0ZWRNMSPFUXhHni3eZrfUp4zGoL5nZvID3MIRU0d5UFH6ZCbM2bitvQYgVPOF8XoD0TX/bb/tU740wW5EX1zY7FSoM/PXYNgId2djEgnH4BJm7s0oIZT7stnxK3JJSDB72UYOMjEIzYDpvJhOO5GqG4FT72XjKFDJWTrXT6QcHE6uoX5amPGp5Y/4AYh++6VAIrYmbT6vQHrDaa4vYmh+U4pDYYAVUekatCxvr6QSl0tSI6hld1mQVBz06g3YYYD+FCWpxE+3Kh+eZIT4FfAU8wqktZrFRyZIdGhBt41dP4ooIdNmQTJB2Lmqe5Jpx5G+KerR3s7M7i+pr/642RyLNvbyb4WvNHR69Srnv0tyZ5dG80VabpSoNC3cNWis3Co3211lSCayQVmSUhJZaKAqC1t2JLCB/QpRAWGHKyolNPmQcsJShutectn27GBcVtZXwa7ftYsRjJHvnGzLWIprhdB8hsNkKtNCJXhbTi8WWDfOPaVTEe1doB8SRoHy3pu021g5ME7cGSXJOcspyVGJ26cJPcciVnQZQlphROUAmrCAs/Sym2tZpmsvNzZeHq9wrnT922kUzCZnyxyp8dkz2tuJnxxKkJLk4XsRT89ds34VjRbEnn58zpxeZcUnxIRM3X+BoUpuFSFuEkyrwsTX0a8MFKgi2UJgPoehGqC+abFrnKra4UTRQYYHXLiU53atLktDsx0Yay0hVTHU4N9KAiuqfWGtbnu15nyAyaJ9HS0DVRnvjGTQDUr46IcSilsHoMjz8hy0PrRvNNQU6sA5AIvFc1aXEbxvXMi/pulVKkQ2uCsO8WzLGyrWCh5jJdFqzmX4dcKsZP374JBbw5Ms9Ll9a+/3at4fi1BZ4Oosv+2q0D9AhXUEMUai7jJTNud2e7bMoGrNwDaUc6AgxWxK1gNBesPIjHe2Tf02KwZ6W7UDG5z8qfNGu8ynWgUnLZwOHeGO/vRzlyPu9wr89ukRPqax1NcbsOEIrbori43QxA/cqwKI8Kxe2knLgFIBdYIBaExW08ELd14eY1cphbvo607zYUtxXXF7cmJByLwaB6e2ZOdgrb9djR3cIXDxg/21++M8aZCdkkipsJI3Nl/vhNc189uKOT2zdHN0XpbFC17c8maBFO2NBaU3aN9zwdid82DH/Ly3LVgtOshGxTFIvBGt8qK9LCvUT1bBTlqY8MAxAb2CTKUxw2ldvw1HY9oilu1wGyW80NW7wsLG43DwIrN7AUrN5A3I7L8qi8EessXhHlub5yq7VgpVPZrFgT5HzRAHHLWBM00VRvd7WnUcBUucFMuS7OF+L+7Z3ctqkNX8MfvHaFoZnoxPWNiolClX/78hANT7OzO8vn9kXX8LJUd5ezbXe3yzeu1TyNp81GK++3De/pDCjZaWvUggfxhOxnpxfM2qvysmJQB3uJ1bdZlCcs/IR7pRSKl8yDY3ab7N9tLaMpbtcBWoILvHhJttIZ3rC14WFRHqtvCwB6Qlh0huJ24YqspzLWYZo/dGMlXkcMYYVM9hhdKUUmZpaXkiufmpCJ2ctZpSdnoxOYSil+8tYBdve00PA0v/fKENfmZaviNzJmijV+58XLlOsem9rS/NxdmyONKjsdXBt9mTjtwhPJAIrXVW3lLQmhuJWtgmu3BG7QlCpduQ3ELflBURo/2EvCvUUK9eEhABKDsjzhXt8Ut03c1Agv8NKVMfyGnCcxvsXcsPXhIbQvV62zNgwCZkHSnmCSQa4fLAfqJSjLiU6l1EoFpCab37synWwRtODfDsgEE6aqnsaNIKZrT0cGBUyXG0yUoklOADO97Gfv3MyWjgzVhs9vvzjEyFxT4L4XU0tV/s0LlylUXXpyCX7hnsFIppCFWKg2GCmY62JfZ0acz9d6+dQiIziKGgg89NGI2+U1KtaJsuQqxNqtrSQl5GUrqv7oZQCsvkFRnlogbuNRidutsjaLtYymuF0HSG3oxk6n0J4n6ruND2wCJ4auVnAn5Pyjqr0XkmnwXLSg71bZMWgNnnznhsR4AEgGnrKqtLhNA0nM7Pn5D/jZj4eYtTLQIarq7fY24709MVWMNMEg7lj8wj2DbG5PU2l4/NYLlzk/tfTBv7hOcG2+zDeeu8RipUF3S4K/fe9WMsKDE66H1prj08aPurElQVtSvmpbdn00ZnBDQrw6XcB46W3E/bbVYA9JCjcrLQwDGlJtqJRcg5wuLaIXTQa8tWGrGI9frdIYNX+7xLbtYjyNpSKVcVOMye0cFONZ62iK23UApRQtO8yT79L5YTkexyExOAhA7dJFOR6lsPq3AeBduyTGA0BbYIGYvyzLE24UtVFh360CwtxD6alokA0qVsWGF4nY3NuRIWYpFuteJFPLrkcyZvO37tvCju4sdc/n914a5s0R2QeIGwFnJwr8mxcuU6p7DORT/MoD28hFYAm4HhOlOlPlBgrY3ynXDX89ig3zQJeNRWFJCO/ljiDTWhBh5TYpmzvLXLDmtskJTlip2qrODaiknA+7PjwEvo+Va8Vu7/jgX/gRsXTBWCwSXe3E88JT6tYwmuJ2nSC3y4i0wjnZCmRi2w4AahcviPJYA+bJ178mJ6IBVLsR0czK8hDvNr5bvxaB7/Y6cSsppDFeQwtw9coIUknEbYu9HebI+Z2ZIrWIBywkHJtfuHuQg/2teMGAgr88MRbJ9LS1Bq01T5+b4vdeHqbm+mzryvBL90dbsQXwfM2xoIq+oy1NNi5vhah7PrXgM89IWy+0BsI1Q3gUrluERmB/SMhWbvWcWXNVu7C4vWr2qrBgIoXaJcOT2L5D9GEn3OPDPX+9oilu1wlyu80CUTgjW+lMbA/E7SVpcWt4woVJDB3B8dHCFbQn14WvlHWdNUE44ow8EANcpAc6WEot+w0LDXlrAsD2thStcZu6p3lnuvjBv/AJw7EtfvqOTXx6l5nc9PzFGX7nxcsUqtFk8K4FVOoe/+G1K3z71AQauHOwnb957xaS0t7T98HZuRKlhk/KsdjXKZ+QALDUWGkkc8QtCSWgghkTIVcRBKAaxCLGu1G2XC6x1nqloNCxQ4wHwAvF7UZZnrDgExaApBDu8eGev17RFLfrBOGFvigubncCUD1/VpTH3hhWbi+gfUHRlO6ERKuZVDYv7bsN/L0VYXGrFBDOg5+S5QJaYiuNZQ3BRsMQllLc2mOmJg0tVpmOMBrs+tfw2X29/Nydm4nbFpdmSvzmU+c5OSY7+ngt4NJ0kd/83nlOjpnc35+4pZ+/dutAZNPHrkeh5i7n2h7qzkbyGjxfUwwayVoiEfPhPdwOSrgqXgnSC5LCXfilaagVTEOvdFLC1fOAvLitnj8HQHLHTlGexaa4BZridt2gdZ8Rg4unL4l6H5O7dgNQu3wZ3RCsdPZuNmN4axX0pFyTnFIKOoPFaOacGA8AqaAjuDaG9qW7/cN58NPi1oSYpZYzPgv1aKq3nek4W4JosKMTS5GkNbwfDvS38t9+ajsbWpOU6h7//tUr/NHRq5RqskkVq4Ga6/EXJ8b4rRcus1Bp0JGJ839/cBt3bRGuJv4AaK15Y6KAr03010BWOPs1QFi1jVsRNJJpzYq4lRvnaqh8qAbiNjUoyrW81rZtMY29QtClAnraeIjtTbvEeABq588AkAj2SCkUThtx27pX1max1tEUt+sEuV1bUbZNY6FAZVyuWuf0bcBqyYHboHZJrkqsLBtroxGd3pUzYjwAqtMsenrmvCxPLA9OK+CvHP+JIQ/EMdYE+dGxucDnWHT9yPynh7qypByLYsNbFXtCiO6WJP/NQ9t5aGfX8rje/+XJc7xxZU58elsU0FpzcmyR//XJ87xwcQYN3DHYzn/36R0MdshHbv0gnJsrM1d1cSxTyZdv6jLxX6G4zcXsCDiXMJYEC3FLQn0K/KrpDRDOt9WhuO2QrXJ6I2ZNV139qIxc85U7N4s7PQ1KiVZuvXqdQtA03rpPthK91tEUt+sEdiK+nJiw8I6cSFNKLVdvq2dPi/EA2IOGxx+WFbcE4pbZC2hfuOKWCpoAysIWCKVYqfRMyHIBCUsRD6pYUXlvY7bFkV5jT7i4UGG8GF327Xvh2BZf2N/Hrzy4jZ5cglLd4z+9eY1/8czFGzoybGSuzL954TL//tUrLFQatKVj/OI9g/zkrQORZti+F3PVBieDaXGHu7OkI/L6FhsePuCoCMbtAiv3bqe8JaEcpBekNqGU3N9Taw3TxtamumSrqf6w2aMs4apt9YzhiW/ajJWWe+BbOjeEdl2clgzpjdFN/luLaIrbdYT8AfPEuCgobgGSe/cBUD19SpTHGtwLgDcky0OuHxIt4NVX4mmkkAp8UpUh2UgwAMLqyyxoWV+qUorWoHq71PDwIqpY9mYSbM+b7Ns3JgpUI8jb/WEY7Mjw331qJ1/Y30vCsRhdqPA7Lw7xWy9c5mLE2bwfByNzZf7dK8P8y2cvcnmmhGMpPrWrm7//mV3s7l3d+CHX93ltrIAGBloSDObkGp+uh9Z6+cEtF3fkq7baByaDb4QnhQFUQnErfNxdmobKrBkXLly59YeM6LS37BPlCffC5B5ZnrBw1XZwVyQnFWsZ0WayNLGqyB/cxciffIf5E7Le0fAGrpwRFrdbjLjVE1fQ5SIqLZNfqZRCd+2Ba6+jp06hOgUX3OQGsBLgV8z8dsksSZUFnQWKmE1SdppNyraIW4q6rynUPdoiioQ62JVlulxnse7x6liBBzbmsVZx4bctxUM7uzmyuZ2nz03x8qVZLk4XuThdZCCf4r7tnRzsbyVmr63ag+drTo8XeOnSDJeCqqgCjmxu49E9PeTT8dV9gRiBeXRiiWLDI+VY3BaRHQHChzawFWQjqdrOYGxFccRH7jYWoTELqJXeAClMByd+7dtQjuAENN/DCyu3wV4iheqZUNzK8iwEe3vrAdmHghsBa2v1bEIU+UPmGH/hbdlj/NS+AwDUzp0RbSqzcu2ozg2g9fIiJQXVHTxxT8kKdqXs66wJwgMqANgQfB0LmlPk8N7qbVRNXraluGtDK45STFcavDNdioT3g5BNOHzp4AZ+/bFd3LO1A8dSXFuo8EdHr/KPv32Gbx4fY2SuvOrV3PHFCt8+Oc7/99tn+A+vXeHSTAlLwW2b2vh7n9nJ127buCaELcCF+QpXl2oo4K6+HPGIHhB8rVkMqratUVRtAQhG09IX2IwEUQ5iuZL9KDslSqUnzRq7vOYKwR8fhmoZEinRyWQAlVPvAJDaf1CUZz7Y29sO7xHluRHQrNyuI7TfYp4aF09fwqvWsJMyT8WxjZuwcq34hUWq588ti10J2NsO4M6M4V96B/beIcZDuNDOXUbXS6i4YKNMejuUzkL5IrrtfuGNsge4CJSBRaRHd76rettwaU9EM6kql3C4va+FV8YKnJ8v05502BjRcfUHoS0d56uH+3lkTw+vDs3y2tAcC5UGL16a4cVLM7Rn4uzry7G7p4WtnRkcYcHm+Zorc2XOTRQ4NVFgsrDiVc4mHG7f3MY9WzvWjKANMVWucyJoHDzcnaUzwte31PDwtfHaRlK11WVWxmdH4K0MxW1abmwsmGrqcuW2R1jcXjKC096yF2XLeYgb01O4kxNgWaKVW60188cCcXuLbIX4RkBT3K4jpPp7SHS2UZuZZ+Gdc3TcLvMUqZQitf8ApZdfpPLOCVFxa207AK89gXfxhBgHgEp3oFs2wNIYTJ2GgdvlyJKbQcXAW4L6BCQENy/lgO4BxoFRpMWtUoq2uMNktcFSw6cl5hOLKP90oCXJrnaXc3NlXp8okI7ZdEQ8BvaHIZtw+MzuHj61q5tzE0u8dXWeU+MF5kp1Xrg4wwsXZ3Asxab2NIMdGQbyKfpak7Rn4j+yzUJrzUKlwfhilWsLFYZnS4zMlam5K35v21Ls7mnhlo159m3IrUpe7Qdhqe7yyugiGtiUS7AtL1tdvB6e1izWV6tq2w5KuJLqFsw6BJCSFbfMX4ZGGWKZ5dHnUgj3DGub3P4EUHnnOACJbdtFm8kqY1NUp2ZRlkV+//pOSoCmuF1XUErRdus+Jr77InNvnhITtwCpg4cDcXscvv7TYjz2jkMA+FfOomsVVEJwoe89AEtj6InjKEFxqywHnd4KpXNQOi8rbgHox4jbadA1ULJ5oEnHImVbVDyf+ZpHdyo6sXSgM0Oh5jJeqvPS6AKf2tQeyTjWjwJLKfb05djTl6Pu+pydLHB2YomzE0ss1Vwuz5S4PLNirYjZivZ0nLZ0nFwqRiZuk4rbxCyL4asLACykZnA9n0rdo1T3WKq5zJXqzJfr7xKyIdJxm109LezqaWFvb47UGvsbXY+a6/PCtQXqvqY96XCkJxdpM81C3UVjcm0zkVRtPcz9CubeFUYpaEBODKAc2Wg3PW6EID37zdRGKR7fx7tguOwdh8V4AKonDE/qoCzP3FvGzpHbux0nHd3D3VpFU9yuM7TfundZ3EoiddCIzsrxY6I8Vkcfqr0HPTeJd+kdHEFrguo9hL7wBEy+g9a+6OJLeqcRt+XzgTVBkEu1gM4BBUz1Vn6yTVvCplL2qXg+FdeMRo0CSinu2pDjmZEFFmouL1xb4OFNbSQj4v+oiDsWB/vzHOzPo7VmaqnG8GyJK3NlxhYqTC7VaHiayaUak0vfH3U2PWK66bsqPzjBwFImi7evNclgUBXubU2uatPdh4Xr+7wwukCp4ZOJWdzbn8cWH3e7grrnU2yYh4O2RFRV2wlMI1kS8WxbMOsQQCaCJqVJU01VvbLeVD0xDKVFiCfFY8DKJ94GIHXgkCjP3NGTgNnjm2iK23WHjtvNEczsG++I8qQOHAalaFy7SmN6ilhX9wf+zo8Ke8dh3NeewD9/TNZ327EDYikzFnLuMnQIHtGlNoOVBK9sBjpIdyizETiFaSzbbGJ4BBGzLFpiNksNj7maywY7Flm1zbEs7hto5ekr8xQbHi9cW+DBjfnImo9+VCil6Mkl6ckluTOY+uX5mrmyqcDOl+os1VxKNY9Kw8P1fIbLJkFksL8V21Kk4jaZuEM24dCWjtOeidGeia9Jq8EHwfM1L40uMl91iduK+/rzkT6kaK2ZCybNpW2LZBTXj9ZAOOBlQLyRTNdnoDEDWPJ+29IMLF4FFPTIilvv3FsA2Fv3oxw5a5Jfr1M9aQR76pZbxXhgZU9vv13WZnGjoClu1xk67jCLxuLJC7jlitjxhd3SQmLHLmrnz1I59haxRz8rwgNg77oV97UnlhcsKSjLQfcchGuvocePoQTFrVI2Or0TiiegdCYCcduJqQRVMZUh+ePOfNym5Hq4QT5oazy65Sjl2DywMc8zI/PLFdwHBvJrLn7rg2Bbiq5sgq4fMFr2ZMYMiNi/X/r6iRa+1rwytshUuYGjFPf358lFFC0XouT61HyNgshi7cw0wQpm646gkaxkhimQ2iKeksB4cMrXuROVkIl1DOGdN1z2LlnBWT19El2vY7d3EN80KMajtWbudSOiwz1+vePGWsmb+NhI9feQ6utCe564NSF9620AlI8dFeWxd5oFyh+9hF6a/4Cf/nhQfbeYfxl7Sz6iKRvEuZQvoX3h6VrKYiXndiQIiJeFFTSXASzWPRoRRYOFaIk7PDDQRsxSzFVdXri2SMOTf99NfDx4vubl0UXGS3UsBfcNtNIecWOgpzXzdVO1bY3bOFFYIbQGrgTfbBCfSKa1vyJus7tFuQD0mClOLK+xUjxuY9lvawmL2/JbZu9LH75V9GSqePkqtdkFrFiMtkPyn9WNgKa4XWdQStFx12EAZl59W5Qrfatpuiq/+YYoj8q1YfWbqTneWdnqLb0HwXKgOGGSEyQR74FYO2h3palDFH1ADFO9nY6ADzKORcJWaGCu1og80zWfdHhwY56YpZitNnju6gK1psBds3B9zUujCyvCtj9P1ypEks3XXHwNMUuRi2i0LyxgfPEWMCBPVxkGrwRWaiV7Wwi6VoCZwNu7QVZw+pdPQb2KamkTz7cN9770bYLpOqzs5W237sVOrK2IvtVCU9yuQ3TefRiAmVfeFuVJ33YEgNqF83iLC6Jc9h6zeLhnhIV0LLWSeTsqzKUUZAOuovCIYQh8tuGmeUV8qAMED1vBkW7V05Tep3NfGm3JGA9tzBO3FfM1l2dH5ik3VndMbxPfj7rn8/zVBSbLDezAitCTiX4jr7j+8nXaEVkTGaxUbXvFE00AKAZ5s5ndZriMJMaOARpaN6EyXaJUXrBH2LtvQwl6zbXrUnnbFFvExW2wl4d7exNNcbsusSxuX5I9Wnc6Oolv3Q5aUxKu3tpBI5l35nUTBC4I1W9Eu74m+54AyOwGLKhPoutT8nz0Y/x8JaKq3sYsi3wQNTVXcyObXHY98skYD29sI+VYFOoeT4/Ms1BtRP46mnh/lILPZLbaIGYpHtyYp3sVhK2vNbM1c120xGwSUXm09QJmaIMCNsnTuUWoXDbfZGWHKQDo0dcBUP2yIhDAPf0aAPbeO0V5qmdO4ZdKWLlWEjtkkyZmXjIiuiluV9AUt+sQHUcOYMVjVKdmKV4aEeXK3GEWkPJrr4jyWFv2QSoDpQL+lXOiXGy41VgTlsbQhVFRKmWnV7qUl2QTLgxhjJXq7VAk1VuAXMwmbhl7wuwq2BPATDH71KY2WuI2FdfnmZEFxovCXucmPhCzlQbfG5ljqe6Rciwe3tS2asM35mouXjCJLB9p9u9Q8LVPfGgDEJwUaUhsQMVl48Z0rQBTwUj4jYJpN4A/N4keHwZlYe85IspVCva8zO13yE5AWyqycMLseV333ibGc6OhKW7XIexkgvYj+wGYfvFNUa70HXcBKze6FJRtL1sTvJPCXLE09Ji/n776qigXAC1BtEvpnHxjGWAayxzMSN7JCPiMPaEz6aAw9oSlVbIFpGM2n9rURlc6hqs1L44ucna2tCpiuwkYWqzw7NV5ap4mn3D49OY2WiNORQhRangrdoRkLLocYD2H8dsqQD71QmsPisGDdDaCWKlrRwEN+UFURi4yElb2BmvLXlS6RZSr9LrZG9K3y1aIZ149jvZ9Mpv7Sff3iHLdSGiK23WK7vvNU+vUC7JJBpkjd4JlUR8eojEx/sG/8DHg7L8bAPedl0V5ANRGI9q5+qq88En0Q6wDdGPFBycJ5bBy9DkUSXICGHtCGKk0X/dWrbErbls8MJBnS2sSgHdmSrwyVmgmKUQIz9e8OVHg6MQSvoYN2TgPb8qTclZnUlrD18wGmbatMTuaTFsITk4CewAbQCXlOcuXVhrJMsLjdgF91QjO5TVVEOHe4By4R5THr1SoHDOFo8xdslxTzxt7XNcDspXoGw1NcbtO0fWAqXJOPSfshc3lSO03T/+lV2VFp733DrAs9MQV/GlZuwC9h8FJQnkGZi+IUimloCXILlw6HlEVcQCIY5IThFMhrkPWsUgHwmGm2sBfpYqppRS39bRwa08LChgt1njqyjxzTR+uOJbqLk+PzHN5sQrA/s4M92xoXbVBE1prZqoNNJCwFK2R2hGmgSXMVj0YDeVSMAK35QBKOm6sNAVzFwEFA7IVTl0p4ocjd4XFbfmto+hGA6dvA/HNskkT08+bAlX3A/J+5RsJTXG7TtF1760oy6J4aYTytQlRrsxd9wJQfOkFUR6VbsHabkYcuidelOVyErDB+Jv0iHylmMwesBLgLq40ekhC2axspkOmahwBlFK0Jx1sBa6Gmaq7apYApRTb8ike3mQazYoNj6evzDdtCkLQWjO0UOHJ4TkWai5xS3H/QCt7OjIRJhJ8P+ZqLnVfYwGdyegm6ZkTk0vBN5tAyTfQ6doE1MYAKxJLgr4SrJ3de1GpvCiXd/I18D1UzyasbtkotXCvy951r+j14laqyzFg3c3K7bvQFLfrFPHWFtqCGdSTz8j6RrP3PQCYyq12XVEu59D9AHjHZcUtgNp8n/mXa6+jvboslxVb2WwKx0S5VtAHZDBz7Icj4gRbKbqSpmGo4vkUVjmWqyMV49HBdgayCTTGpvDs1QWW6rLX8npCxfV4aXSRo5NLeBq60+Zv3puJIPLqh6DY8CgGPtvOpBPNsIZlXMOcnMRZGbAijHBtyexCObJTwrT2YeQlANTme0W5ANwTRnA6h+8X5yq9bLgy98lyzbx8DL/eILWhm5Ydg6JcNxqa4nYdo+dhcww0+fRrojzJfQewW1vxlwpU3jkuymUfvBeUwh8+gz8vHJ3VuRPSneBWYFTWuwxAyyHAgtqoqbBIQ1nAtuCbUdBlec4ACduiPfDfLtQ9KquQf3s94rbFXRtyHOlpwVGKmUqD7w7PcXa2tGrWiZsBWmsuL1R4YmhueTDDwa4MDwzkSUU2HOH9UfN85q7z2Ubq99V1Vh4ot4pPIwPQjUUoBxarnOyUMMAMbSjPgJOCPtnBDbpWwTsd5NsevE+Uq37tKvXhIbBtMnfcLcoVFqZ6Hr5zVU831iKa4nYdo+fT5sab+N4rosesyrbJ3GOeYIsvPCvGA2C1dmBtNUkG3tvPi3IpZaE2m/elh2UtUBZ7SAAAnINJREFUF4CppGSC0YqLEYhpANUBdAAaOB9ZNBgY/23WMUvUdLVBw19dgauUYks+xaNb2ulOx/C1qeI+OTzHVFm2cn8zYr7a4OmRed6cXKLha9qSDp/Z3M6u9tW1IYCZhDYd+GxTthWxzxaMHcEDWoDeaCgLbwEakptRcdlBCgB6OFifN95lbF6C8E69Co0aqqMPa0C2SS7c49K33IbdIpvIMPG9QNx+WlZE34hoitt1jO77bsOKxShfHWfp4pUP/oWPgewDDwFQfP5ZUR4A55YHAXDfkudi872Agpmz6GIE1dTWIMewcgldn5XnA2A7JoZoHpiJiDPw3yYcEkH+7VSlgbcGqqSZmM0DA3lu720hbisKdY/nri7wytgixaZV4QNRcT2OThSCBj0Xx1Ic6sry6U2rF/N1PXxthK0XjNftTEY5hQzQi0C4luyACLi1V4JSMAWxVd67qevF5dMuNfiAOJ977DkAnFsfEv8swz0u3POkUF9cYu71EwD0NsXt96EpbtcxnEyaznvN8dPEky+JcmXvuQ9sm9rFC9RHr4ly2YcfAGXhXzmLPyPb6a/SHdBrkgz00LOiXAAq1g7pwCpQiGBCGoBKsxINdgF0dAJOKUVXKoYTNJhNV1YvQeG9r2uwNcXntnSwLW9C9a8t1fjO0BxvTy1RXWUbxVpE3fM5OVPk25dnGQqSEDa2JPjslnZ2tqdXvVoLYTLCSgNZV5R5thA0kYVDaHpBtUbDWzgG2oN4r4kelMaVl8B3oXUT5GWze3WliHcqmEoWFD6k4BWLlN4w09ay9z8kyjX5zGto36dlxyCZTRtEuW5ENMXtOkffo8Z/NP6EbAOW3ZonfYupOhaf+Z4ol5Vrx9oRpCZEUL1VWx4y/3LlRfHGMgBagyk+pfPoxrw8H2DC41NAjZVpSdHAVoruVAwLqPl6VRMU3ou4bXFrTwuPbG6nJx1HAxfmKzx+eYbjU8WmyMWI2tMzJR6/PMuZ2TKeho6kw8Ob2rhrQ+uqZde+F1pr5moulSDPuCsVIxZpAxnAVczo6xgrfndZaK+8Ev/Veof4Q4bWPnroGQDU1ofF+dwTL4HbMCkJ/bJ/09JLL4DbIL55kMSWraJc408YK1zfY7Ie4hsVTXG7ztH3qOlSnXz6Vby6rDBreejTACw985QoD4Bz26cAcN94Sl4I9R6EVAfUS3DtdVkuQMW7IbUF0LAoz2dIbSCcj34tODqNDjHLoiu1kqAwW1s7Ahcgn3R4YGOeBwbytCcdPA3n58t86/IMRycK6zJZodzwOD61xLcuzXJqtkTD1+TiNndvyPHwpjY6V2mE7g/CQn0lGaEr6UQ3qCGELrPSRLYtkugvwHhttQvxbkgNyvNNnYHipMkJj2Jww1FTTHFu+5S4kA73tmyw10lBa71ckOp9RDaz90ZFU9yuc7TdspdkdwdusczMS2+JcmUfNjd8+dibuHNzolzO4fvBiaEnR/CvSg9ZsFBbHwJAX/peNKKrNdgUSmej896qdiAc73jWHGNGiKRt0ZU0nsyS6zNf99aUwAXoycT51KY27utvpT3p4GsYWqzynaE5nr+6wFixtuZe8ycJrTWTpTovjy7y+OVZzs9XcLURtXf25UykWktyTVgQrsdi3V2OnGtPOKSjriZrDZwFfKCNqJrItFe6rmobTce9vhQUNzbdi3JkJ67589P45028mXPkU7Jc9TrFF423t+VTnxHlWjo/RGnoGlY8Rs+n5B8QbkQ0xe06h7IseoNjjbFvy6YLxPsHSO7ZC74vXr1VqezyFBr3jSdFuQAYfBAsBxaGYe7SB/74x4VKdK94bxdlc4rfjR2Y3M3rq0zRIe3YdARNR0sNj4U1KHCVUvRlE3xqUxsPb8zTlzEVuMlynZdGF/nW5VnemS5SqN081dxSw+P0TMmI+GsLjBZraKArHeP+gVYeHWxnU27tiVqAQt1loW6EbT5u07IqEWSjwCJgA7siaSIDTOqKdo3XNiU7SQuCiWQTRkyrbbLVTQD3zadBa6yt+7E6ZX2p5ddewS8Wcbq6SB04JMoV7tVd9x8hls2Ict2oaIrbJtjweWOyH/vWc+JcLZ9+FICl731XnMu5w3C5R59Gu7ITtlSiZfmITV+Uf2/ASvW2fDGa3FsAFWPFnjASuT0BIBuzlzNwC2tU4IIRuZ3pOPcN5Pnclg52taWJ24qK63N2rswTw3N8d3iOM7Mllupry2bxYVBqeJyfK/O9K3M8ftlYD4oNDyeY7PboYDsPbWyjN5NYk6IWoFD3mA+EbS5m0xpfhbQGXWZlEtk2UKloaN0CLL1jvsnfHVHV9nuAhu79qJY+WS6tcV97AgDnjkdEuQAKTxmulocfQQmPig736nDvbuL70RS3TbDhsftQts3i6YsUL18V5Wp55DEASq+/irsg2wxl7z6CynVAadHkHApDbTdimtGj6JJ8ZJaKd5qxvADzL0UnjlQXK/aEM5GmJ4Roidm0xde+wA2Rjdsc7M7yxa2d3L0hR18mjgIWay4ng4pnmLQwXqyteqbv+8HzjeXgxHSRJ4ZmefzyLMeni8xVzeffnY5xe28LP7a9k1t7WtZErNcPQ6HuMh94oXMxm3zkWbYE6QinWbEjRNj1vvAy4EFyo/lHGLpehiDbVu14VJzPHz6DnhyBWALnlodEuXSjzlLQKB3ucVJoFIpMPWeScvq/+JAo142MprhtgnhbK133mSSD0b96RpQrsXkLiZ27wXVZelrYmmDby0/s7ivfFuUCUK0boXsfoKOr3ubvAmyoXYPKcDScgLEnJIAKIOtp/kHIxd8tcOfWWJPZ+8G2FAMtSe4byPNj2zs50tNCT9oI3WLD48J8hRdHF/nmhRm+d8WI3auFKsWIK7taa8oNj9GlGiemizwzMs+fX5zm+WsLnJsrUwiqnZ2pGLd0Z/nitg4e3NjGYGsq4hG1Hx1aaxZq7rsqtvm4vUrV5WFgCXCA3ZHZEXRtCkpB5Fj+3mje+/Bz4FYh1w/d+8Xp3Ne+A4BzywOolOzRfem1V/ELi9gdnaRvlc0JHv/ui/iNBi07BsntlLeS3KhY24/WTUSG/h97mKnnXufaN7/Hrr/7c6Jcucc+x/T5sxSeeJy2H/9JUS7nrs/SeOqP8M4cxZ+fwmrrFuVTOx5DT52C4efRe76EisvOZ1dODp07DIU3Yf4FdGoTSkVQgVIx0HuAt4EJ0O2gej7glz555OI2SsFczaXo+vi4dCYiDt3/EZGwLbbkU2zJp2j4PpOlOhOlOlPlOqWGz1zVZa7qcoEKAI6laI07tMRtWuI2mbhN2rFJOxYJx/rIeay+1tQ9n7LrU254lBo+S3WXpbrHYs2l4X+/mE46Fj3pOL0Z80886kSBjwmtNfN1l6WGqYy3xm3yq2FFANDzQDg8Zyco2eaqZVqtYT7or0jvQiXk71vtNZYf+NX2x+Tjxqpl3DdNoca587OiXACF73wLgNxnHkXZsuvvtW+aCnH/jz0synOjoylumwBg4Muf5tjf/6dMPfcG9flF4m1y4eG5z36B6X/5v1F+4zUa01PEuuQEp9U9gLX9EP7F47ivfJv4539ejAswFYnWTbA4Apeehj1fkuUDaL0diqfBnYfiSWiRbWZYhmoDvRmzQZ8DnYvML3g9WmI2FjBTcym7PlO6EX34/sdEzLIYaEky0GIETqnhMVNpMFdpMFttsFhzcX3NbNV8//7/H4q4rXAsC0cpLAVDE8YTPZObx8dYCxq+puH71L0fXglWQC7h0JF0aE/F6EzFyMZWq8L58aG1Xr5GANriDrnVsCIA6DrGjgDQF+2DYeUy1EZNvF9bRDFSV1+B6gIk22CT/DQt961noFZBdW/E2n5QlMuvVpcbpHOf/aIsV6Ox7Lcd+LJ8Q96NjKa4bQKAlu2bad23g8VTFxj9q2fY8rNfEeOK9w+QPHCI6jvHWfrud2j/adlKcezeL1ALxG3ssZ8RfbJWSsHOz6Hf+C30pSdhx6PicTfKSqDzd8Lcs7DwKjq9E2VHJTIHgQVMp/dJ0LcGmbjRIhOzsZRiutqg6mkmKg26k7E1f0T+g5CJ2WRiNptz5trxtV6uqBbrHkt1l1JQca0EYq0RCFfj3zSYqxhPabbygxsqk45F2rHIxGyycZuWmEMuYZOLO9g36N/vvfC0ZrrSoBZUozsTDplVSUUgiP06DdSBNMbiExG1765UbVtuRTk5eU7to88/DhivrbJkZYfWGvfFvwIgdvfnIhm365dKOH0bSB06LMo19cJR6vOLJDrydN5ziyjXjY6muG1iGQNf/QyLpy5w9b88JSpuAVq/8GNU3znO4rf+Qlzc2gfvg2wevTiDd+pVnIP3ivLRfzuc/i9QmoKhZ2GH/LEY2QOm87kxCwuvQIdspuMylAV6L3AUKGL8t7uj4X4PUo5FbyrGVLVBw9eMV+p0JWPRh/ELwFKK1oTzvk1aWmvqnqbm+ctVWdfXaA35+Swa2NOXQyljbXAsi5ilSNgWCVvdsJXYD4u65zNVbeBpU43uTsZIOqt5TQwB85iWl33RPgwW3gS3AHYWWmW9ocu49oYZ2hDPwJaHxOn8kXP41y6AE8O5U7a5C2Dx8b8AoPVzXxRPSbj6n02sZf+XP43lNOXbD8ONv+o38Ylh44+bDtbx77yAWyqLcuUe/Tw4DtXTJ6ldls2FVbE4sbuMwGy88E1RLgBl2ahdXwBAn/9OJCN5lbKg/SHzTfEddG1SnHOFPAnsDb4ZBz0WHfd7ELctev//7J13eFRl9sc/79Rk0nshgdB7bwqoWLBi7733stbVn7q2XVd37WvvXVAUG6DYAKUovfeehPRept77/v54hwAKCsrcOwn38zzzYO5MPCdt5jvnPed7Yl24bAJdQpk3SEPQ2GUTRiOEwO2wqRaCWCfZcW7yEmLIT4whJ95Nbryb/ETV8pAd5yY91kmS20GMw9bmhW1zSKPUq4StQ0COx2RhKyvZ0WfbHURke/J3CR2qh/r56oOUUQhb5DegSakj13wJgOgc+VMsgFD4Od4xaDQiPnLtdQChmhoaZ6pKeNIJkW1Bk7pO0Weq/WH7a7XFnrHErUULKQN6EtcxD83rY9uUyHreOlJTiR+hlkfUTfosorEAHCPHgrChr1mIXrLljz/hr9J+BHjSwF8HGyPrQLEdEZMHnu7qg+ofkNJAOymRCmyf3F1riv/tdhw2QVasE0+4YlvtD1HlC0a9k4LF/kNKSY0/RIUvhATcdkG2x4UzwpW130+qiR19trkgjNlCBuEhsurpyrbPnQeebn/4OfuF4nlQXwzOWOgc2a1dALKhhtCC6QA4RkV+3qH+60kQChHTsxfuzl0iGqvy58V4i8twJMSRfWTk+5ZbO5a4tWhBCEH7M9QxztYJX0c8XtJJpwJQ9+XnSC2y1TVbWjb2vuoJIfjTZxGNBSBsDkT3EwGQa6cgQ/6IxwQg5RC1kz5QDo3LjInZQgcgHZCo/lufwfF3YBOC9BgHSeGBocaQTqk3uFsHAIu2haZLyn3BlnW6CU47WTFO7GZWqWUQWAZoQBJG9tkC4N0A3k2ADdION2Zhg9SRq9SRvehyNMLliXjM4OzJoAWxdeiBvaBnxOPVffEpsOO1LJJs/UjZWeaddAT2GHfE47V2LHFrsQvtzzoOgOJJ0yPemhB/6OHYk5IIVZTTNGdWRGMBOA9VT0Chud8imxsiHo8OI8GTAf562PhD5OMBwhG3YwK6ZjYyZMDX2RJcAD2BONSwzDJTFjzsSEeQ7HKQGePEBgR0SUlzgKY23qZwIOMN6WzzBvBpEoEaHEs12xpO6sAKlCe0G+ijetUNC+9XVVuAxMEIZ6oxgQt/gYZt4PRAl8gfo8tQkNBM1QLhPPSUiMfzrV2Db9VKcDgj7pIgdZ2tH6sNaO3PNGCGow1giVuLXUgd3If4TvloXh/Fk6ZHNJbN5SLxeFXdrP3sk4jGArB17Y8ttxMEfARnTY54PGFzIMJWYHLtZGQwsm8WWojvC+4cZTdUPc3Y43jhAPoCTtSA2crwdLh5xDps5HhcuG0CibIMq/QF0a02hTaDlJJqf4hyXxBdKlu0bI/TPEeEHYkBa1EDZHagrzpZMZKamaA1gSMZkoYZElLqIeSqzwAQXY9DOCNftdUWzUDWVSES07APjPxa2tpPPwYgYfThOFJSIhqrYtZCvMVlOJMSyDn20IjGaitY4tZiF4QQdDhHDUNtGTcp4vGSTzkDgIbpPxCqro5oLCEEjsNPByD042fI0J7tkfYb+QdDQi4EmpBrI9/qAduHy44EbOoosnmtIXF3JBCLErg2oApYZ7rA3d6HmxQWO00hnW3NgRYbLYvWi1/TKdlpcDDBqVwzXGb217awFSgJ/3cvEAmGRpe+IuV9DZB2ZMRtuFrY/JNyi3EnQhcDem2lJPjDBAAch56McDgjGk/3+6kPuyRsfw2LJFvGq2JM/qljsLsNfnPUSomGv36LKKPDOccDsO2rHwnURHYwKKZ7D2J69YFQkLovP41oLADHoMMRiWnIusqWDTaRRNjsiF7hfqz1U5He2ojHBBCuNLXcAaB6OlJrMiTujgSSUC0KAMWoF3lzEUKQ7HaQFevEIUCTUB5eimBVcVsfenhobHsvtU1ARoyDVHeULPCQJcDG8AddQaQbG14PQJWyjiK+jxo4NSJuyLejatvjREMcEvQ1C9GLN4ArBufIEyIer+H7b9Dq6nBkZRN3cGStJfVgsKXftn34tdnij7HErcVvSO7bneS+3dADwZY+n4jGO+NsAGo/+SjiR+jC6cJxmBKbwR8iHw+A3MGQ2hm0AHJ15K3IWkgaCs4M0H1Q9YPxbgEiE9g+Qbwx/GJvPjF21aYQH7aEagxXcZtDmuWo0ErwhXRKmncMjXkcNnI9LjwOk9sQtiMrgTXhD/JBGCMsd6FmZtjTNgFSRhkXd91UNWcQl2mIry1A4PsPAXAcfBwiLrL2XwC1n6h4yaedGfF1uyXfzMJfWUNMZprlkrAPWOLWYrcUnK96YTe9G3kxlnTs8dji4ghs3ULzL3MiHs85aiy4PciSzWjLf454PCEEos9Z6oPNPyLriyMeU8W1Q/rRqPaEjdC0ypC4uyaRD+SHP1gNstz4HHaDTQjSYpxkxThxCIEmocIXotwXshwVopiQLqnwBSnzBQlJiT1crc0w2w1hZ2QNaoBMAllAZ+NT8G7Z4ZaSdhTCZsx0vfTWIteqKqPofbohbRDa1rXoaxaCzYZz9OkRj+ffsJ7mBfPBZjOkJWHze6r9of05x1uLG/YBS9xa7JaC808CIaj4aT6NmwojGsvmiSNp7MkA1EwYF9FYACI2HucoJd6D335gSLVOpHeD3EEgdeSyDyMeryWuKx2SD1IfVM9ABs3wn+0M5IT/eyXIKhNy2D0xDhs5HieJ4V5cn6aquDX+kNWqEEVIKakLhMIVdtUnHR9t1VoAWY+y/NKBNKBH2EXEwBQ07452hIT+iNj2xsVeORE0P6R0UpsaDSD4rXrNsA86HFta5L2Dt79GJYw+EmdWVkRjBeoaWhY3dLwg8r69bQlL3FrsFk9eNllHKFFkRPU25cxzATVYFiwrjXg8x+Gng8OJvnkV+rolEY8HIPqcqVZtli1Dli41JCYAiYPBnavcE6qmGrvcAcIv7t2BTHZ44EZ2eHBfsAlBittBrsdJjF0JkfqgRnFzgIag1apgJlJKmsI/i9qAhgRcNkF2rJO0mCjprd2ObACWoLxsk1GrdY19iZVSQtX3YXeEFEiO8KrxnWPXboEtMwEQ/c41xH5NL92CtlTFdI05N/Lxmpuom6ReD1POiny8rRO+RvP5SezZmdQhfSMery1hiVuLPdLp4lMA2PT2Z0g9soLI3aUrnsFDQdOomTA+orEAbImpOA5WzfmBr9+NeDwAEZ/dMjksl45D6sZ4wAphg/RjlAWRvwRqI9+KsZskUANm6aiq1rKoErgATpuNzBgnGTEOHEKt7632q2phoyVyDUVKSXNIo8QbpNIfQpNgF5DmdpAd68Rtj7KXLtkALAZCQCLK8suEinLjUrWwARukH4uwRdY1YDtSSuSS9wEJecMRaZHd1rWdwNT3QUrs/UZiyymIeLzaLz9Hb2zE1aEAz7CDIh5v01sTAeh40SltflX2/ibKniEsoon8047GkRBH48ZCyn+aH/F4KedeAKhmfd0f+Y1ezqPOBrsDff0StPXGVFJFj5OUPU5jKaz/1pCYAMKRCGlHqg/q5yG9kW012X0SNqA36rg2OgWuEAKPw06ux0mKy4FNQEhClT9ESXOQJkvkRpTtorbUG6Qi3P8sgGSXnVyPi3inPfpe5GU9uwrb/mG/Z4PTCFRA9U/qg5SRCHemccELf4aqdWB37ZgviDB6WSHawukAOI+5IOLxpK5TM/49AFLOOR8RYau5+rWbqJi1EGGz0fGikyMaqy1iiVuLPeKI89DhbFXd3PhG5JcsJIw+Ekd2DlpNDfVfRd5j15aSieMgte0l8NU7EY8HIJwe1Z4AyNVfIL01hsQFEHHdIL63+qDya2TIYHswCAvcPuwQuEtBVhifxx8ghCDRZaedx0Wyy44NCEpJpT/EtmblqWr15O4/pJQ0BlWltsIXIhAWtYlOO+3iXCS5HNHVgrAdWUtUCFs9ABVfARrEFkDCQONiB73I5R8BILqfiPAYswEtMPU9kDr2Pgdjz4/8OuOmn2cR2LQRW1wcSSdGft3uxreUNWbOsYfgyY1sb29bxBK3Fr9L58vVNOjWCV8TqK2PaCzhcJB69vkAVL//tiEVMueYc8HuRF+3GG3t4ojHA6D9CGUNFvIhl0Z+gG4XUg4DZxrozVD5lfH9t7CTwM1A9eCuABn5Pus/g00IklyOsMBSIjcU3oZV3Byg1h8iZLkr/Gm08KBYcXOAKv+OSm2iU72xSHE7oscF4dfIKnbtsTVJ2EoJVd9BqAbs8ZA2xtDqtlz5KfhqlfVX12MMiamXbEFboFaaO4+90JCY1e+9DUDSyadjj4+PaCw9GGTjm6olodNlkXeAaItY4tbid0kb3p+k3l3RvD42f/BlxOMln34mItaDf91aQ2zBbKlZOEaEe2+nvGmMc4KwIQZcBAgonocsWxbxmC2xbU7IOAGEE/zFUDvbsNi/SgToBWSjBO4qkCa0SuwlNiFIDovcFJcduwBdQl142KnCF8QX0q2Whb1ASolf06n0BSluUoNimgSbUO0H7eLCotYWpaIWQJaxwxUhFehnirAFoGEJNK8DbJBxPMIe+VW325G1W2CDmuYXAy5E2I3p8Q189Xa413YU9vbdIh7Pv34dTbNngs1G6nmRF9PbpszAV1pBTGYa7U48POLx2iKWuLX4XYQQdL5CVW/XvxL5pQf2xCSSTzkNgKp33ohorO04jz4XnC70jSvQVs41JKZIbg9dxgAgF72LDEW+x7gltjMF0sIrMesXIJvWGRZ710RsQA+gXfjCepAbTF/V+3vYhCDR5aCdx0W624E7LMCaQzplviDbmgPUBaxq7u4I6ZL6QIgSb5BSb5CmkI4EnDZBmttBnke1H0RtpXY7shBYiXpTlolpw2OA9BVDzfY+21EId87vf8L+jC115MK3AAnthiKy+hgSVytch7b4RxAC1/EXGRKz6t03AUg4/Ehcefl/8Oi/zrqXlV1kx4tOxu6y1u3+GSxxa/GHdLzoFGxuF7VLVlM1N/KDV6kXXAI2G02zZ+Jbu+YPH/9XsSWl4zz0FACCX74ecWeI7Yiep0BsCjRXGLu5jHD/7fa+vKpvkYFKQ+PvSEQAXYGO4QtbUV64mjn57CVCCOKcdrI9LnJincQ7bAjU8FltQFVzS5sDNAQ0tANY6GrhXtoyb4Di5gA1Aa2l9SDOYSMr1qm+f9E4KPZrpAS5DlgfvpAH9DLc7qslnVADVEwGdPB0g4QBxiaw4Tuo3QzOWES/8wwLG/zyNQDsg4/Altsp8vHKy6ibrE4t0y6+POLxGjcXUfK1esPS+aqzIx6vrWKJW4s/xJ2a3DJYtu7FyPeIutrlkThGDXpVvfVaxOMBOI86B2Lj0LdtbOnlijTCGRtuTwDWTUXWbDYkbgspoyAmD2QQKiYp83czEAJEAaqKK4ByYIny5W0FuOw20mKc5MW5SHM7Wrxy/bqkOhCiKCx06wIhgnrbb11QFVolaIuaVC+tT1Nfs9smSHU7yItzkR7jJMZui35RCyBDqDaEovCFzkAXwxc0tKSjq79ZdC8409UWMiP7bJsqkStUT6jofSYiNtmQuNraRWirF4DNjuv4iw2JWfPBuxAKEjtoCLH9BkQ83oZXJ4CUZB81gsSuBRGP11axxK3FXtHlmnMA2PrhFPxVkZ/wT71EvUOunzqFQHHRHzz6ryPiEnEeqd4lBya/iQwaI6xEzgDIG6Y2ly18wzDvW9juf3s8OBIhVAcVU5BmVkxFDtAPcAB1wAKQjebls4/YhCDeaScr1qWGoVx2XLYdQrc2oLGtWbUuVPmCNIU0tDYgdPWwfVe1P0Rx0/YK7Q5B67QJksJWXtkeFwlOe3Q6H+wJ6QUWAlWol8zeINqbJ2ylVBvIAuVgi4WMsYb52W6PLxe9qTaRpXeHjocZE1fXCXz+KgCOkWOxpedGPKZWX9eykSztkshXbTV/gA2vTQCgy9VW1favYIlbi70i/aABpAzshebzs8EAW7DYnr2JO3gkaBpVb70e8XgAztGnIZLSkdVlhH78zJCYAKL/+eCKh7pCWBN5C7RdYttjIeOk8IKHIqieZm5lUaQCg4BYwAcsjEqrsD/CYVO9uTme7UJ3R0U3JKExpFPpC1HUFGgRu41BLeoru1JKgrraGlbtD1HSHKCwKUCFL0RDUCMkd1RolTetk1yPi2SXA2c0D4jtCVkDLACaABcwAISB/rG7o+7nnQbITkA4k4yNv/lHKF+pPG0HXareJBuAtmg6euFacHtwHRt5X1uAmg8/QG9qwt21G/GHjI54vMJPpuIrryI2N5O8k4+MeLy2jCVuLfYKIQRdr1N9VeteHIeuRb7Cl3bZVQDUff4JwfKyiMcTrhicJ1wCQOCb95GNdRGPCSDciYj+6slarp6kJpANRLjSIONYQEDjCqiP/MKO308oDhgMpKBslpaHB81MsC3bDyihqyq6+XEuMmIcJDjtLWIvqEsaQzpVYQ/dwibVxlDlC1If0PCGdEK6NFT0SikJ6RKfptMQFrKlYSG7rTlApV+J2UC4n9ghBPEOG+kxquUgOzwc5oyw0X3EkBLkVpTVVxBIAAaDMFhI/jqtxpVQFx56TTsCEdPu9z9hf8dvrkQuUxskRa/TEPHG+K/KgJ/AF6pFzXnU2YiElIjH1JubqH5f2X+lXXqlIW0fa597H1BVW5vTuGp8W6SVPvNYmEHBeWNxpSTRtKmIbZOnRzyeZ8gwYvsPRAYCVBvknOAYNgZbu87gbSIw5W1DYgKqNSF3MEgNOf9VpBY0LjYgYjsqD1yA2tnIptWGxv9tQk5Ui0Je+EJYaLSSPtw9YQtvQEt1O8j1uMgLi91Epx23TSBQM/j+sOCtCYQo9wUpDgvL4qYAZV4lfGv9IeoDGk1BJYD9mk5AV0JY0yWaVDc9/K+mK8Ea1NVjvSGdppBGQ1Cj1h+iyhekzKvaJgrD7QVl3iDVYSHr1yXb5bXLJkhw2kl3K+eIdnEu0mKcxDns0e928EfIELAC2ID6aWQBA0HEmJuWdytUfa8+SByC2L6Qxaj4UkfOfx1CPkjt0uL2YgTBaR8ja8oRKRk4Dz/DkJg1E8aj1dbizG9P4tHHRTxe1bylVM5ZhM3ppIs1SPaXscStxV7j8MTS+Uq1XWvN05EXfkII0q+6DoCajz8kVF0V+Zg2O67TrgUgNHsS+rZNEY8J6msVAy9Sq3nri5ErJxoSd5ccEvvvcFCo/Fa9mJqJsIHoivLDtQO1wLzwUXHbwB4WuyluB9keVdnN9ThJdyvBG2u34QiLRYlaIOHTlPCtC2rUBEJU+pUALvUGKWlWQrioWQ1zlYVtt4qa1LXi5gDbmtW1cl+QSl+Ian+IuqBGY0jHp+kEdxKxdgGxdhuJTjtpbgc5sU7ax7nI8bhIdTuIc9pxtMZ2gz0hG4D5QAVquLEr0NM0q6+WtALluzojJI8wPokN30HlatWOMOQKw9oR9LpKgt+qvlfXSVciXO7Ix/R6qXpH2X+lX341whF5D+M1/3sXgPZnH0dsdkbE47V1LHFrsU90u/58hN1O2bRfqFkS+epe3IhRxPTui/T5DHNOsHcdgL3/KNB1/BNfMOw4WLgTEQMvUR+sm4qsWGVI3F1IOQQ8XQFdOSj4I98O8oeILFSbggcIAItBbmy1bQq/hxACp81GnFMJ3sxYJ+3iXLSPc5HrcZEZ4yTN7SDJZSfeacNjt+G2CZw2gV2oJ/Tfk5oC9Ri7UINebpsg1m4j3mEjyakqypkxTnI9SsTmxbnJjHWS4nYQ77Tjai3uBvuKlGH/2gWAF3CjqrV5pg2OtaQWrIWyz9SphTsP0o3dQAYg6wqRy9Wgk+h7jmHtCADBL16DgA9bQU/sg4xZaFDz8Xi0qkqcObkknXBSxOM1F5exZfwUALr/zRjv3raOJW4t9om49rnkn340AKufeivi8YQQZFx7IwA1H40jVGnMcJHrlKvB4URfuwhtyU+GxAQQuQOh4DBAIue9igwY6xYghID0o3dYhJV/jgxGQaVUxAFDgO0m9VuARSCbzcvJQJToFcQ6bMQ77SS7HKS5nWTEOsn2uMItDm7y4920j3fTPiyIc8I+sts/bh+vHpMX525xL8iMdZIW4yTZrXqBYx02nLY2KmJ3h/QDS1H+tRJIB4aa3l8LIENNUP7ZDsuvzLEIgzehSS2InPcy6CHI7g8dRxsWW9u4gtC879TChtOvN+R3Uvc2U/WmKqSkX3UdwoDe17XPv48MhcgYNZi0IX0jHu9AwBK3FvtMj1svBWDLB5PwlpRHPF7cyEOI6dsf6fNR+carEY8HYEvL2WEN9umLSL9xHrCi3zkQnw2+GuQCY1YC7xJfOCBjLLgy1Ytq2URkqN7QHHafmB1ED1SbggOoR7UpFEf1VjMzEELs9mbxK2Q5MBeoRr0cdgP6hHu+zUVqXij/VNn0ORIh6xSELfJH8r/JY9l4qC8Gd2LYHcGY3yOpaQQ+fhYAx/BjsXfoYUjcmg/HoVVX4czLJ2nsyRGPF2pqZn14I1mPWy6JeLwDBUvcWuwz6cP7kzFyEHow2NInFEl2rt7WfjyeYGlJxGMCOMecg0jNQtZUEJz6viExAYQjBjH0aiXmShbCRmOWSuySg80NmSeDIwW0xrDAjRLPWZEFDAWSAR1Yixo2M2kJhUXrQwZALkcNjoWAeGAIiHamtyEASN2vKrbBKrDHQeZpCHuc8XkUz295/hFDrkDEGFfNDs38Ar1oPXgScJ0YeY9ZAK2xkao3XwEg/cprDanabnhzIoHqWuI7t6edZf+137DErcWfosft6slm3UvjCTZEXvTEHTwSz+AhyECAyldeiHg8UNZgrtOvB9S0rl5qnEWXSClA9D0LUJUTw7eXAcLugazTwJGkqkdlE5Fak+F57BYRAwwAuqCexmpQVdwiq4prsWekBFmKqtZuHxrrgLL5Ml487g4lbD/fsaQh6zTjvWwB2VSBXKiGquh2HCLLuONyvb6awGQV2zX2MkRCsiFxq999E62uDldBR0N6bfVQiNVPqq+zx62XYLObO7jYlrDErcWfIu+kI0js3pFgbT3rX/ko4vGEEGTccCsAtZ9PxL95Y8RjAjj6jsDe+yDQQvg/fAapGzjE1HkM5AwAPYSc+wIyYHx/qXDEK4Frj4dQTZQJXAEiH1XFTUJ54q5DbTZrMDU1iyhENgOLgVUo79p4lKjtpJw5ooAWYesvAZsbsk5FOFONz0MLIn95AYLNkNIJ0es0Q+MHJr4AvmZs7bvhGHG8ITFD1VVUv6uEZsa1NxnikLB1wtc0bSrCnZ5Cp0uM/R63daLjL9qi1SFsNnr+/QoAVj/5Jpo/8v6jnoGDiD90NGgaFc89E/F423GdeSO4YtA3LCX0y1TD4gohEIMvB08aNFUgF7xuyvYq4UiErNOVwA1Wh1sUokTgAggPMBDVL+kAwnZOcq0airM4sJGactdgHspOzgZ0QgnbBDMz24XfCNvM0xAucyyh5LLxULsZXHGI4dchbMYNsYVWzkVbOB2EDdfZtyBsxlQzK199Cb25mZhevUkYc0zE40kpWfmoaoHo/reLcHhiIx7zQMIStxZ/moLzTyK2XRbebeVseuczQ2Jm3HgLCEHDd1PxLltiSExbahau4y8GIPDZy+j11YbEBRCueMSw68DmUP23674yLPYueTiTfyVwP0aGoqg6KoTql2QYsH09ajHwC8htVqvCgYiU4YGxX1DuGjqQCgwD0SFqqrUAUvNB2cRdha3bnDW/cuucnfpsr0J40oyL7fcS+EgVLhyjT8Oe39WQuIGiQmomqM1rmTfdhjBgs962KTOoXboGR7yHbtefH/F4BxrR89dt0eqwu130vO0yAFY++gp6KBTxmDFdu5N04ikAlD35X8MqmY7DTsOW1xW8jQQ+fs6QmNsRqZ0Q/c4FQC7/GFm+wtD4LXk4kyHrDLAnQKgWSicoD85oQrhB9Ab6o3xxg8AaVD+ucW9KLExG1gMLUQNjfpRvbW+gH4joqpBJrQnKPt61x9YsYVu7BbnoLfVB9xMR2f0MjR+Y9AayugyxU0HBCMr/9ySEgsQdNIK4gyK/IENKyYqHXwKg6zXn4Eox33aurWGJW4u/RJerzsKdnkLjxkK2jJtkSMyM6/+GiInBu2gBDdO+MySmsNtxnXcb2Gxoi38kZKD3LQAdD4cOowCJnPsisskYv99fI5xJkH0mOJJBa4CyCciAObn8LiIV1YvbBdWq0IRyVFhi9eO2ZWRz2AVhAcoqzgYUAMNBZEaFE8LOyFA9lH68wxUh63SEyyRh629A/vwcaAHI6ovodYqh8bWNKwj9+BmAakdwG/MmxLtsCQ3ffAVCkHnrnYbELJv2s1q163a1WGta7F8scWvxl3DEeVq8+VY8/BK6pkU8pjMrm9QLVMzypx5HBiPf7wtgz+uC86hzAPB/9Ayysc6QuBDuvx1wESQXQKAJOed/yJDPsPi75OJIgOwzwJkGWjOUfoz0FZuSy+8ibOGBs4OAPNRkfDWqH3cFyCjqG7b4a0gvyNXscEEAyAYOAtHR9PW5u0MGKqH0I3UKYk+ArDMQLuNaAHbJRQ+pAbLmSojLRAy92rD1ugAy4Mf/wWMgJY5hR+PoOcSYuFJS9tgjACSdeAox3bobEnf5Q8rxp/MVZxKbY86bmbaOJW4t/jLdbrgAV0oS9Ws2sfUjY3pC0y69Ant6BsHCLVSPN86D1nnMBYicAmioxW90e4LdiTjoRnAnQn2R2mBm0gpaYY9TLQruXOUZWv4psnmDKbn8IcIJoiswHNi+NjRs3m+J3NaN9IJcg+qrLUFtGEtDbRjrqdpUohDpK1atCFqTepOYfZZq+zErnyUfQOVqcMQgDr4J4TLWFi0w+U1keREiKQ3XadcZFrd+6hS8SxcjYj1k3HCzITHLZsylfMZcbC4nve+6ypCYByKWuLX4yzgT4+lxmzpaWf7Q84ZUb+1x8WSGn4wqX36BUHVVxGMCCKcL9/l3qPaEhdMILfrRkLgt8T2pSuCGB8zkik8Mjb9LLvYYyDwVYjupifSKScj6xabl84eIWBC9UO0K6eGL20XusnCfpkWrQDaBXIUStdtQojYFGAiiH4h4U9P7PWTTWij7FHQ/uHNUxdZhXr5yw3ewaRog1ABZYjtD42sblhGarp7HXOfcivAY873QvV7Kn3kCgPTLrsSZmfUHn7F/WPaA2rrW+Yoz8eRlGxLzQMQStxb7he43XogrNZn61RsN671NOvEUYnr2Qm9soOLZpw2JCWBv332n9oSn0euMEdbbEWldEIPCfVprpyA3G9z/u3MuNgdknADxfdSFmhnI6hmmVZT3ChEPoi8whB0itxLlj7sQZKXlrhCNSAmyRvVNMxcoZVdROwBEsokJ/j5SSmTdPKj8CtAgtnN481iMeTmVLlFVW0D0OQORO9DY+L5m/O/9R7UjDD8GR+/hhsWuevNVQiXbcOTktrS5RZqyaT9TPl1VbXtZVduIYolbi/2CMzGenrcr54RlDz5viHOCsNvJ+vu9ANR+9jHeFcsiHnM7zmMvxJbXBZrqCYx7wnD/WdF+BPRQG3TkoreR5SsNjb9LLsIGqUdAcnjKuGGxquLqxvRC/2lEQljkDkP1ZwqgDliGshArtHxyowGpKTs35qGWMGx3vchAedUOiGpRCyBlCKq+hdrZ6kLCAMg43lD/2N/kVLsVOfclQEKHQ6DrcYbnEJj4IrKqVLkjGNiOECguouqt1wDIuvXv2GIjP7wmpWTpP5TNWecrzyIuPyfiMQ9kLHFrsd/oduMFuDNSaVy/hU1vf2pITM/AQSQefyJISemj/zJsg5hwOHFf+H/gcKKtnEvopy8MibtLDj1PgbzhIDXkz88h6woNz6ElFyEQSUMh/Tg1vOPdBKUfIYPGDd39aUSc6s/kIKA9yl3BC6wHZqtBJVlnVXONRjaqRRzMRtm5NaFestqh3A/6gEg0M8O9QmrNqg2haRUgIHU0IvUwQwe2fpNTcyVy9lMQ8kFGT8TAixAGO0mElswk9LNyKXCf/3dErHF9vmWPPYIMBPAMHU7CUZFf2ABQ8vWPVMxaiD3GTe+7rzYk5oGMJW4t9hvO+Dh6/5/6o132wHNoPr8hcTNvvh1bXBy+ZUuo/cy4HlRbTgdcJ6ujpcDnL6OXbDYsNuy0wSy9O4S8yFlPIpuNbZH4TU5x3cJeuB5lb1Q6HundampOe42IAdEZOBi17SwOZfxfgvJMnQdyK0hjfq8PSGQQZDHIBahKbTEQAmKAzsAIEN3CW+miH+kvg5Jx4N8GwgWZJyMS+pubU6AROesp8NVCYjvE8BsMryDrtZX4x6l+V+eRZ2Hvatz3pPGnGTRO/x4cDrLvvNcQUS91nSV3PwVAtxvOx5NrTH/vgYwlbi32K12vPRdPXjbNRaWse3GcITGdmVmkX3MjABXPPE6opsaQuACOQ0/B3nMoBAP43n4YGTBW+LQ4KCTkgq9WCVx/o6E5/CYndzZknwOuLNB9UP4Zsm6BKauD/xTCEd52NhS11jcL9VTZBGwA5oT9cktARr79ps0jNbVJTC4DZgFrUR61AtV60B9l6dVeOV+0EmTjSiibAFqj8oXOORsR28HcnEJ+5Jz/QcM2iElBjLgF4TL2jYLUNdVn29yALa8rzuMvMSy27vNR+p9/AZB63oW4uxizAW3rhK+pWbwKR0Kc1WtrEJa4tdiv2GPc9Ln/BgBWPPwigTpjDPNTz70Ad7fuaHV1lD/9mCExQVVP3ef/HRKSkds2Efj0RcNit+TgikOMvBViU6BhG3L2U6Z54LbktN0LN64nIKF2JlRORuqtqOophOrlFL2AEahqbiJqiKkaWA3MBLk0LHSt/ty9RoZAloUXLsxEbRKrRH1v49hRpe2jFnJE2fKF30PKELLqe9VjKzWILYCccxDOVHPz2u5lW7UOnB7EyFsMXa27neA349DXLgJXDO6L70Y4jHvDUvnaSwSLCnFkZpF+9fWGxNSDQZbc+zQAPW+/DHdaiiFxD3QscWux3+l0yakk9uiEv6qWVY+9ZkhM4XCQfc8DANR9PpGm+XMNiQsgElNwX3AXAKFZkwgtmmFY7JYcPGmIkbeDKx5qNqoeXM1csSWEA9LGQOpowAbNG6BkXHRuNPsjhFNVc8VglF9uAWq9rwSq2CF0F4ZbFxqtHt2dkTK8PawI5GKUoF2JWrigo9oO2qOq5UPDVVqXaen+WWSwDkonQONydSFpOGSchLCZ67crpY5c8DqULQW7CzHiZkRSvuF5aOuXEvzqHQBcZ92ELcu4HPwbN1D11usAZN11L/Y4YyzH1r/6EY3rtxCTmWZtIzMQS9xa7HdsDgf9H7kNgNVPvkVzcZkhcT39B5J8+lkAlP7rfnS/cVVCR88hO+zBxj2BXmH8xi6RmIsYcQvY3VC+Qq3p1c09NhdCqB7D7DPVFqZQHZR8iGxY0nraFH6N8KitVwxDibECVLURlNvCBlS/6GzlxSpLQZpbSTcFGQhXZ1cDP6M8adcBNag3BbEoQTsY1XbQOWzT1nqqtDsjm9ZCyQcQKAdbDGSegkg+yPBBrd/kJSVy0TtQ+DMIO2L49Yg0Y47jd8mjoQb/2w+D1HEMG4Nz2NHGxdZ1Sv55H4SCxB86moTDjzIkbrC+keUPPg9An/uvxxlv7HKMAxlL3FpEhLyTjyRj5CA0r4+l/3jasLiZf7sNe3oGgc2bqHr9ZcPiAjhPuARbpz7ga8b/xkOG998CiNROiINvCi95WIScb94Ws13ycmdDzrnqiBYNqqdDxWSk5jU5s7+AEGEx1hHEMNQgWlcgFfXUGkB5sa5C9enOAbkyPDDVAFHwc9lvSBmuVm8Lu0v8jOqfXYkayPOhemiTUS0Hw0FsF7SJrVbQAkg9iKz6TvnXyoBazJBznun9tRAWtks/gM0zUEsarkRk9zM+D13D984jyLoqRHIGrjNuNDR+7Scf4V20ABHrIfuufxj2hmPlf1/FV15FQtcCulx5liExLRRtStwWFBSoStFOt7vuusvstA5IhBAMfEJ97ze+9Sk1i1cZEteemET2Xcr7tvKNV/CtW2NIXABhd+C+5F6IT0Yv3kDA4PW8LXlk9kIcdIOy5Cqai1zwRnQIXHssZJwEKYcCNvBugJL3kd4tZqe2fxAxIPJA9AdGoQah2qP6dAVK4JWhBqbmAz+BnK/Wx8pikLWto29XhsLWaNuUVZdcCPyEqlavQYnZ7W9a4oF8oC8wCsTAcMtB63A7+COkv1RVaxtXqAtJw8IbxxLMTYywsF3xMWz4DgAx+DJEvnFLEnYm+PV76GsWgiuGmGsfRcQY9/MPlpVS/szjAGTedAvOXGM2sDUVlrD6iTcBGPDfO7A5W88wZFtAyFZ7NvhbCgoKuPzyy7nyyitbrsXHxxMfH72rGNs6s869lS3jJ5N1+HCO+P5tY2xXpKTo1htpnPYdMb36UPDOeITDOKsbbc0CfC/cBVLiOudWnCOONyz2zsji+ci5L6oKYftRiMGXmuqtuTPSXw6VX0Mo7GyR0B+SRyJsbfQFQIZQDgB14VsDyuJqd7hQR/YeVC9qbPhft7pvH36Gy5er3s8+ffrsQ64SVXX2AX6UUPUBzeH/3tOJhB1IQIn5JHVrRe4G+4KUGtTNg7q5gAR7PKQfjYgxvo91dyhh+wmsnQyA6H8hovMRpuQSWvEz/pdVwcF94V04hhrTEgDq+1B44zU0zZxBbL/+dHjzA4Tdbkjs2Rfczub3vyTz0KEcOf1d09tTDjTMW48SIRISEsjOtvY1RwsDHr2Nwk+/pWzaLxR9/j35p0T+iU0IQfbd97Fx/lx8K5dT9c4bpF9mnP2KvftgnCdcSnDSGwQmPIutXSfsHXoYFn87ot0QGHo1ct7LsHUmEiBKBK5wZyJzzoWamdC4FBqWgHczMu1oREyu2entf4QD1a4QnpiXEiUUG4DG8K0JJRwD4dseFmBIJ7DzzRG+2cM3Gy2HcrI8/O/2HnA9fNN2uoWAYPgWCP/7R7hQfcZxKEGbAHhadXvB3iIDlVD1DWwfjPR0g9TDTV2juzMtFdu1UwAQ/c83Tdjq5UX433kEAMchJxsqbAHqJ39B08wZCKeTnPsfNkzYVv68mM3vfwlCMOjJuyxhawJtrnLr9/sJBALk5+dz5plncscdd+By7Xnq1u/34//V4JHb7cbtNne6tS2x5N6nWPHwS8R3yueEFZOxxxjzva394lNK7vs/hNNJx3ETDfM0BDXA4H/jQbSlsxBJ6cTc8QK2RHOsgGTRXCVwpQ75ByEGX4GwGfMkvzdI7xao+k75gYJaTZp8MMLW+qbl/zIyhKqQbq+S+thRLfWjBrH2nuXLNwHQp0/HfUxEoASsmx2V4+3VZE+brcj+HlKGoG6+qtiiq6Gx1NGIuO5mp9aClBK5bDys/wbYLmyNFZQtufia8T51E7JkM7ZOvYm54XFDbb+C5WVsPP1E9IZ6Mm64mfQrrjEkrtR1vhlxDlW/LKHTpadx0BuPGBLXYlfalLh96qmnGDRoECkpKcydO5f/+7//4+STT+a11/ZsR/XAAw/w4IMP7nLt/vvv54EHHohwtgcOwcYmJnU/Fu+2cvr/+9aWLWaRRkpJ0U3X0PjTDGJ69abg7fEIA/uepLcJ75M3Isu2YuvYm5gbHkM4zRFssmheWOBqkDsYMewaU/fa/xqp+6F6RnhFKcpZIe0IRGyBqXlFFVKyo7oaYNeK6/YqrL7TTbJ8+TpA0qdPN5Rgte10217p3V79daIErUv9t1VtakH6S9QbsGC1uhDbSf1+2qNn+l1KHbn4Pdg0DTBZ2O7y5j6NmNtfwJZknKeulJLCG66madaPhrembXz7U36+5C4c8R5OXDuV2JxMQ+Ja7ErUi9vdic9fM2/ePIYMGfKb65988glnnHEGlZWVpKXt/g/Lqtwaw6b3v2DOBXdg98Ry4pqv8eQZ0zoSLC9j4xknodfXkX7tjWQYZNy9Hb28CO8T14O3CcdBx+I69zbTjqjktkXIuS+AHoKsfojh1yEc0fV7rqq4P4BWry54ukHKIQiH1Tf/Z/hTPbcWLUjNB7WzdvjW2mKVb7Ona1QdNUtdQy58E7bOAgRi0CWIgkNNyycw+S2CU98Du5OYvz2JvaCnofFrJk6g9KF/IFwudWrXuYshcYP1jXzZ7Rh8ZZUM+O8d9LrjCkPiWvyWqBe3lZWVVFZW/u5jCgoKiIn5bb9TcXExeXl5/Pzzzwwfbs6UqIVCSsl3h5xHxayFtD/7eEaNf8qw2HVTvmTb3XeAw0HB2+OI7d3XsNgAoVXz8L90D0gd1ynX4DziDEPj74wsW478+VnQApDWFXHwzYav3/wjpB6A2p+hYTEglZl/8nBI6I8Q0dNO0RqwxO2fQ0oJTSuhZhboYeeHuJ7qjZY91tzkfoXUAmpwtGQxCBtiyBWI/INNyye04Af8b/8bANf5f8c53Dg/W4BAUSGbzjoZvbmZzFvuIO3iyw2LveDWR1jz1FskdC3g+OVfYv+dlkiLyBL14vavMGnSJE488US2bNlC+/btzU7ngKd60UqmDjkdqesc8d1bZB9pzBOwlJLiO2+l4ZuvcBV0pOO4idhijX2BCk6fSGDiCyAE7isewtHXvBcfWbUOOftpCDZDUj5ixK2I2GTT8tkT0l8O1T9AILwExJkKKaMRsdExkd4asMTtviP9papFJlCqLjhT1cBYTJ65ie0GGWxGzvkfVK4Bm1OdxuQMMC0fbdNKfM/eBqEgziPPxnXylX/8SfsRGQqx5YqL8C5eiGfwENq/8rZhQ2S1y9bw1cBTkZrG6K9eJfdY8yrnFm3I53bOnDk89dRTLF68mE2bNvHRRx9x9dVXc9JJJ1nCNkpIHdiLrtedB8D8Gx5CCwQMiSuEIOee+3FkZhHYvImyJ/9rSNydcRx2Ko6RY0FK/G8/jFa4zvActiPSuiIOvQvcSVBXiJzxMLKhxLR89oRwZ0L22ZB6pDoODlZD+URk+ZfIYI3Z6Vm0MWSoAVk5FUo/VMJWOCF5lFrIEI3C1luD/PFRJWwdsYhRt5kqbPXKbfheVVvA7H0OxnniZYbnUPXmq3gXL8QWH0/uP/9jmLCVUjLv+oeQmkbeqWMsYRsFtBlx63a7+fDDDxk9ejS9evXivvvu48orr2TcuHFmp2axE/3++TdistKpX72RVY+9blhce1IyuQ+pqdXaCeNomP6DYbFBCWzXGTdg6z4IAj78L9+LXm3MWuLd5pOUjxh9N8RlQnOlErhV5gnuPaHW9/aB3IuUFy4CvBth23vI6ulIrdnsFC1aOVL3I2tmw7Z3oGm1uhjXA3IvRiQNjspWGFlfjJz+L6grBHci4tA7EenmuTbIpnp8L90DjbXY2nXGffHdhjuyeJcupuIltTgn+65/GLasAWDT259S8dN87J5YBj/1f4bFtdgzbbotwSI6aRkui3Fz/PJJJHQ2rrJe9uR/qH7nTezJyXT88HOcWVmGxQaQ3ka8T9+MLNmMyCkg9m9PIzzmDUtJfz1y9jNQs1Edaw69EtFuqGn5/BEyWA01P4F3s7ognJA4GBIHIGzRNRwXDVhtCXtGyhA0LFOLGHSfuujOhZRDEW5jnxf2BVm+EvnLcxD0Qnw2YuRtiLh08/IJBvC9cBf6hqWI5AxibnsWW5Kx+WgNDWw651SCxUUkHnsCuY88btjAn6+ymsk9jsNfVWsNkUURbaZya9F6KDjvRLKOPBjN52fetQ9g5PurjBtuIaZnL7TaWrbdcwdS0wyLDSBi44m5+mFEYhqyZDO+1+5DBo1pz9htPu5ExCF/h+wBoAeRv7yAXDPJ0J/JviCcqYjMkyHzNHBlqnW1dT9D8VvIugVIvRWsr7UwFSk1ZMMyKH4ban5UwtaRAhknqNW50SxsN/+InPWkErZpXRGH3WOusNU1/O8+ir5hKcR4iLnmYcOFrZSS0n/dT7C4CGduO7LvecBQJ4tFt/8Xf1UtSX260ePmiw2La/H7WOLWwnCEEAx98QFsbhel385i8/tfGBbb5nKR++gTiFgPzfPnUvnqi4bFbskhNQv3tf+GGA/6+qX4330UqRsrsndGONyIg2+EzmMAkCs+QS54HalFr1AUsfmQfQ6kH6eEie6D2plQ/KYlci12i5ShHaK2+ge1NMQer3q6cy9AeLpElb3Xzkipoy/7SNl9SQ3yhiNG3YFwm3jqIyWBiS+gLf5RWX5d8SC23E6G51E7cQL1U6eAw0G7R5/AnpBgWOzS7+ew6e1PQQiGvfIQNgN91C1+H0vcWphCYtcC+t6nPGcX3vIIvspqw2K7O3Qk594HAKh85QWa5v1sWOzt2Nt1JuaKh8DuRFv8I4GPnze1WiqEDVv/8xD9LwRhg62zkD/9B+nbwwrYKEAIgYjrBrkXQNoYcCQq26btIrf2F+VTanFAI/UAsn7RTqK2AeweSDkM2l2MSOgTFSup90SLI8K6r9SFHicjhl6NsJsrpILffEDox8+VA8yFd2LvNtDwHHzr1lD234cByLz+ZmL7DTAsdqjZy9xr7geg63XnkXGw8V+/xZ6xem4tTEMLBPh68OnULV9Lh/PGMvL9JwyNv+3+u6n7fCL2tHQ6jp+IM8P4TTKhhdPxv/0wSInzmPNxnXCp4Tn8Glm2Qi17CDZDTArioBsQqcZXZPYVKTVoWqN6KENhUS6cEN9H9eQ6Es1N0AQO5J5bqTVBw1J1295Ta4+DxCEQ3yeqNvTtCdlQonypG0pUT/zgyxH55nu2B3/6nMCEZwFwnX49zsNONTwHrbGRzeefQWDLZuJGHkL+sy8jbMa9SVl0x39Y9fgbxLbLYuzKKTgTrUUz0YQlbi1MpWreUr456GykrnPYly/RbuzhhsXWvV42X3Q2/nVr8QweSvuX3zRsRePOBGd+SeCjZwBMX/KwHdlQivz5f+EXVQdiwIWmbjzaF6TUoXkd1M2H4PYFMAI8XZXjgjsnao+f9zcHoriVgQpoWAKNq1EriQFHsho8jO+BENEvaiG8UXD+KxDyqTeZB9+ISOlodlqE5n+P/91H1RvyYy/EdbzxfaZSSrbddRv1U6fgyMqm4/hPcaSkGBZ/59etQ794kbwTjzAstsXeYYlbC9NZePt/WP3EG8TmZnLCism4ko2rsPk3b2TzeWegNzeTdskVZN58u2GxdybwzQcEJ70BgOvsm3GOHGtKHjsjg17k/FehZJG6UHCY2ldv8nHo3iKlBN8WqF8IvsIdd7gyIaEfeLohbK3ja/mzHCjiVkoNmjcoUevftuMOVzYkDgJP56huPdgZqWvIVZ/BmknqQlo3tZwhJsnUvABCS2bif/Mh0HUch56M6/QbTHmjWP3+O5Q99m9wOOjw+rt4+hvXEqD5A3w9+DTqVqyjw7ljGfmBsSeOFnuHJW4tTCfU7OWrAafQsG4znS45jYPefMTQ+PXffk3xHTcD0O7xZ0g86hhD44MSYsEvXiP4/YeAOWsrd4eUOqyepF5skZDUHjH8ekS88S0cfwUZqID6xaptYXs1z+ZWK1XjeyNc5k2cR5K2Lm5lsBYaV0LjCtC3ex4L8HSBhAGImFwz09tnpK8OOe8lqAj77XY+CtH37KhooQit+AX/a/eDFsIxbAyu8+4wtA1gO80L5rHl6kshFCLrjrtJPf8iQ+MvuecpVvz7JdwZqZywcjIx6amGxrfYOyxxaxEVVMxawLeHnA9Sctikl2l3wmhD42/3v7V5PBS8+xHuzl0MjQ87po9DMz4FYcN90V04BkfHcZcsW46c9zIEGtU2pMGXIdoNMTutfUZqXmhcDg3LQavfcYcrC+J7qWquPca8BPczbVHcSj2gqrSNK8FftOMOu0f1V8f3RThaX/+jLF+JnPcK+OvA7kYMujQq+msBtDUL8L18r9o+NvAw3Bfdbdj2r50JlpWx6bzT0aoqSTxuLLn/fszQynHV/GWqHUHTGPXx/2h/uvGFEIu9wxK3FlHDwtseZfWTbxKTncEJy7/EnWZcD5UMhdh6zWU0z5+Lq30HCt6bgD3R+AEkKSWBD58mNHtyWOD+H47BxvUh/x6yuQo590Wo3qAudDwc0e/cVtOmsDMtLQsNy8G7CdDD99ghtgDie0BMQVRUzP4KbUXcSqmp1pKm1UrYytCOO2PaQ0JfiO0YldvE/gjVhvB5uA1BQkKuOh1JjI6qs7ZmIb5X7oVgAHvfEbgvuw9hN/7vQg8E2HL5hfiWLcHdtRsF74zHFusxLH7I6+PrQadSv3oj7c8+nlHjnzIstsW+Y4lbi6gh5PXx9eDTqF+1gfZnHceoD582Nn51NZvOP4NQyTbiRh5K/v9eNKU6IXWdwLgnCP0yNfoErh5CrvwU1k5RFxLzlC1RUp65if0FpNasRFPjqp0G0ADhAk8nNYgW075VCt3WLG6VoC2C5vXqpu9k6+ZICreU9EI4jPM13d/Ipko1NLZ99XXBoYh+5yEc0bFtbxdh23s47svuRzhdhuchpaTkgXuo+3witsQkOr4/AVe+cZstARbc+ghrnnrLlOKLxb5jiVuLqGLnY58R7z9OwXknGhrfu2oFWy49H+nzkXrx5WTdcoeh8bfza4HrOv8OnMPGmJLL7pBly9Wwmb9euSn0OVP1B7aSoZ09IQMVqi+3aa3yQ92OcKqKbmwniC1oNa0LrU3cSj0A3i3g3agq6rp/x522WIjrCnE9wJXdqh0vpJRQOAe5+D0IecERgxh4SdS0IQCEVs7F//oDpgtbgOr33qbs8UfAZiP/uVeIHzHK0Phl037m+yMvUW1zk1+h3fGHGRrfYt+xxK1F1LHsoedYdv+zOJMSOH7pF8S1N/Z4rn7qFIrvvBWAnIceIfkk4z0cISxwxz9F6OevQAjlojDiBFNy2R3SV4dc8AaULVUXMnshBl2G8KSZm9h+QEoJ/hJlKda8Xm2zakGAO1uJ3ZgO4MqMWqEV7eJWSgnBKvBtVWLWt40dLSIoQevpHK6e57X6N08A0t+AXPwOFM9XF1I7q9OPuAxzE9uJ0NJZ+N/8J2gh7H0Oxn3pP0wTto2zfqLwxqtB18m87S7SLrzE0PiBmjqm9DuJ5qJSulx1NsNefsjQ+BZ/DkvcWkQdeijEt4ecT9XPi8k8bBhHfP8WNoPbA8qff4aqV19EOJ20f+UtPAMHGxp/O1LXCXz8HKGZakWxWYbpe0JKCRt/QC7/CLQAOGMR/c6D9iOjVvDtK1JKCJRB80ZVUQxW7foAWwzE5ENMnro5UqLma482cSulhFC9GgTzFak+Wq1p1wc5kpSgje0U9iRu/YJ2O3LbIuSit9SJh7AjepwE3U9A2KKnVzi0cBr+dx4FXcM+4FDcF/0fwmFOX71/w3o2X3wOemMjSaecTs79/zL0b0tKyaxzb2Xrh1NI6FrAcYs+xRFnXJ+vxZ/HErcWUUnDhq18NeBkQo3N9P/3rfT+v6sNjS91neI7/kbD999iT0mh4J0PDe/xaslFSgKfv0LohwkAOI+/BOcx50eNgILw0ocFr+0YNsvqq45ZPW3PJkeG6sG7WR2f+4pABnZ9gC0W3LkQk6t8Vl2ZpvXrmi1updQgUAH+UlUJ92/7VRUcEHZw50FsB1UNdyRH1e/2/kD6G5FL34fC8KrvhFzEkCsRKQWm5vVrgrMmqYUyUmIfchTu8+8wZe4AIFRdxeYLziK4rZjYgYNp//Kb2FzGVo83vv0pP19yF8JuZ8zs8aQP62dofIs/jyVuLaKWXZ5YZo0jfXh/Q+Pr3mY1nbtyBa6CjhS8Mx57ojlG6lJKgl+/S/CrdwBwjD4N1ynXmOIzuSekrsG6r5Unrh5SlmF9zoSOh7Wp6tvOSKmBv0xVIH1FSsBt99FtwQauNLU8wpUBzgxwpSFskR8aMlLcSj2oqtqBSgiUh2+V7Pb74c5SgjYmH2JyWs3WsH1FSgnF85BL3lfVWgR0PRbR69SocxkJfDue4JevAeAYORbXmTeaVlHWfT62XnUx3qVLcOa3p+CdDw3dQAZQv24zXw861bQCi8VfwxK3FlGLlJLZ593GlvGTieuYx3ELPzV0exlAsKKczReeTai0BM/gIeS/+Ibh1YNd8pk+kcDEFwBwDD0K13m3m2LL83vI+m3IhW/sqOKmdVVV3CixNookUobAX76jShkoBa159w+2J4AzNXxLAWeyWhNrj99vlcv9LW6llOrrCdWqW7AGgtXqFqrb/SfZYpSPsDsXYnLUMFgb3wwHYeu8xe9C6RJ1IbGd6klP7WRuYr9C6jqBL17dcTI05lycYy8zrXoudZ3iv99Cw3dTsSUmUfDOONwFxn7PNH+Ab0acQ83CFWSOHsYR3xnfGmfx17DErUVUE6hr4KuBp9C0qYj8M45h1EfPGP6k61u3hi2Xno/e2EjiMceT+8jjplZMg3O/JfDBY6Dr2HsMwX35/Qh3rGn57A4pddjwHXLFRND86ui523GI7mOjxubICJQYbFQ9u4EKVeUNVv32aH4XbOBIUDd7AtjjwREHNo9aVGCLAXsM2GL+0Nd1b8WtlJpyJtB9oPnUti+tWfXDhhpVvqEGtfhC/roSu3PqseBKD1epwzdHUptrM/g9pB6C9d+qEwwtoH73u49FdD8h6qq1MhTE/8HjaPO/B8B18lU4jzzL1JzKHnuE6vffRjid5L/wGnFDjXeQWHDzw6x55h3cackct/hzPHnZhudg8dewxK1F1FM5dynfjjwXGQox9IX76XrteYbn0PTLHLZefyWEQqRedBlZt/7d8Bx2JrRyLv43HoKAD1v7briv+he2xOjrb/1N9cqTjuh3LuQMPKAEz6+Rmk+J3O1Vz2BNuBpaD+zDU7KwKz9em1PZlQm7umEHIVi+aisAfXq2BykBTYlTqalFCHpQ9QzvvBThj4OGxXeyqjY7U8GRCq5UhD1uH/4/bQ9ZsRq55D2oL1YXovjUQnqb8L3xEPqaBWCz4zrvdtPtBqvefYvyJx4FIPeRx0k6bqzhORR9/h0/nnI9gCnbMi32D5a4tWgVrHryTRbd9ig2l5Oj53xI6qDehudQN+lztt17J4ApljS/RtuyGt9L90BTHSI1m5hrHsaW3cHUnHaHlBJKFqm+Q2+1upjZB9H/PERCjrnJRRlS6uEqaX24YtqgPt5eRdW8qrq680KD32H5mhIA+nTfy++zzR2uDHt2VIod8ap6bI9XTgaO+Fa5CSySyOYq5LIPoXieuuCKR/Q9O2pdQ/Sacnwv34PctglcMbgvvx9Hz6Gm5lT31SS2/d/tAGT+7XbSLr3C8BwaNxXy1aDTCNbW0+PWSxn0xF2G52Cxf7DErUWrQErJjydfS/GX04jvlM+xCyYa3n8LUPnmq1Q88wQAuQ//l6QTTjI8h53Ry4vUi1RFMcTGE3P5A9i7DTA1pz0hQz7k6kmwfqoaOBN26HwkosdJCNeBXfHbV6TUQQ+oqqvu36kKq9FSnUWyfMVaAPr07gaIcFXXBsIRrvY6wpVfN9hcbXbwL1LIkB/WfYVc+5VqQUBAx9GIXqch3PFmp7dbtMJ1+F+5F1lXhUhMxX3Vv7C372ZqTo2zf6LwpmshFCLl3AvI+vs9hr8p0PwBvh11LtXzl5N20ACOmvEudhPnKyz+Gpa4tWg1BGrq+GrQqTRtLibv5CM55NPnDX8ClFJS/vijVL//Njgc5D/1PPGHmLutRjbW4Xv1PvRNK9Tx4tk34zz4OFNz+j1kYyly6fgdrQqueETPk5UoaIUrbqMZs63A2ipS6rB1tuop99Woi2ldEf0vQCSbYxm4N4SWzsL/ziMQ8CFyCoi5+mFsqVmm5uRdtoQtV12K9DaTeOzx5P7bnJmGedc9wLoXx+FKTea4RZ8avjzIYv9iiVuLVkXV/GV8O/Jc9ECQ/o/cRu+7rjI8B6nrbLv3TuqnfIlwu2n/wmt4Bpt7pCcDfjUYsnAaAI4jzsR10hVRZQ7/a2TZMiVyG7apC3GZiN6nQbuhVgVxP2GJ2/2LlBLKlqulJfVF6qInDdHnrPDvbfS1IEDYSvD7j5TVl5TYug8m5tJ/IDzmVpd969aw5fKL0OvriDtoBPnPvmTKJrRN737GnItUy9noKa+Qe5y1Xre1Y4lbi1bH+lc+ZO7V9yFsNg6f+jrZR40wPAcZDFJ02400/jgdW1wc7V95i9jefQ3PY5ecpCT49XsEv3obAHvPobgvvsf0F7DfQ+oabP4Ruepz8IetpJI7IHqdDll9olYstBYscbv/kFXrkCs+gco16oLTg+g+FjofFXUuCDsjA378459Cm/8dAI5DTsZ12nWmLWfYTmDrFjZfdgFaZQWx/frT/qU3sHmMb0+qWbyKbw4+G83np89919PvwZsMz8Fi/2OJW4tWh5SSXy6/m41vTsSdlsyxCyYS16Gd4XnoPh+FN1xF8/y52JOSaP/aO8R07W54Hr8mtHA6/vcfg6AfkdGOmCsfispBs52RIR+sm4pc9zWEwsNSaV0RPU+BjJ6WyP2TWOL2ryOrNypbr7Jl6oLNAZ2ORPQYi3BF7xtHAL2mAv9r96MXrgWbTa3vPuRks9MiuK2YLZdfSLBkG+5u3enw2jumLMjxV9Xw9dAzaNpURM5xhzJ60stRtRjH4s9jiVuLVknI6+O7Q86jesEKUgb2YszMD3B4jPd61Zoa2Xr1ZfiWL8WemkaH19/F3dF8k3atcB3+1+5H1pSD24P7gr/j6D/K7LT+EOmvR66ZAhu/V0NnAOndET1OskTun8ASt38eWb0RufqLHb3hwgYdRqkBSE+aucntBdq6xfje/Bc01kJcIjGX3hcVw6bBsjK2XHEhwcKtuDoU0OGN93CkpRuehx4KMf2Eqyn9ZibxnfI5Zt7HuFOTDc/DIjJY4tai1dK0dRtfDz4Nf2UNHc4dy4j3HzdF/Gj1dWy58hL8a1bhyMigw2vv4upQYHgev0Y21OB785/o65cC4DzqHJwnXGr6ceTeIL01yDWTYfOMHSI3tTOi+4mQ3c8SuXuJJW73DSklVK1Frv4SyleErwpof7AStfHmDl/tDVJKQtM+IfDFK6Dr2Np1xn3Fg9jSzF9EEKqsYMsVFxHYvAlnuzw6vPEezixz8lp4+39Y/cQb2D2xHD1nPCn9epiSh0VksMStRaumbMZcfjjqUmQoxIBHb6PXncYPmAGEamrYeuVF+Nevw5GZRYdX344OgatpBD5/hdD0TwCwdemP+5J7onLhw+6QzdXItZNh8487RG5iHqLbcZA3zHJX+AMscbt3SKlDyWLk2ik71kYLG+QfrLbqJZgvDPcG6W1Ug6VLZgJgH3IU7nNuRrhiTM4sLGyvuoTAxg04snPo8Pq7uNrlmZLLxnc+4+eL1QDZyA+fosNZx5uSh0XksMStRatn3YsfMO+6B0EIDv38BfJOPMKUPELVVWy54mICG9dHlcAFCC2Yhn/cE8oCKDEV98X3YO/a3+y09hrprUWunwqbpu/oyY1NQXQeAwWHIVweU/OLVixx+/vIkB+2zkKu/wYay9RFm0O1H3Q7HhGXYW6C+4BWtB7/Gw8hK7eB3YHr1GtwHHJyVJxy7CJss7Lp8No7uPLNsUyr/GUJ3x12Abo/QO97r6X/P282JQ+LyGKJW4s2wdxr72f9S+NxxHsYM2ucaUdMoapKtlx5iRK4GZm0f+1t3B06mpLLr9HLtuJ74yFkyWYQNpzHXojzmPOi2i7s18hAE2yahlz/Lfjr1UW7G9qPQHQ+KirXnJqJJW53j2yqRG78QZ0IBJvURacHOh6O6DIGEWP8cNOfRUpJ6KcvCHz2EoSCiJRM3Jfdh71DdByzB8vL2Hr1pQQ2bVTC9tW3cbU3Z8C1aUsxU4efha+skrxTjuKQT561BsjaKJa4tWgT6MEg0469grIffsbTPpdjfvmI2Gxzqi6hqkq2XnUp/g3rsKel0+HlN3F36WpKLr9G+r0EJjxLaO43ANi6DsB90V3Ykowf6PgrSC0IhXNUxa2+eMcdGT0RnQ6HnIFWywKWuN0ZKXXlUbtxWnhILPzSF5eB6HK0qtY6zD++3xdkcwP+cU/saEPofRDuC+5AxEWHOA+WlrDlyksIFm5RrQivvm1axTbY0Mi3I8+ldtlakvt1Z8zMD3AmRLfbhcWfxxK3Fm2GQE0dUw86i4a1m0kb3p8jp72DI9acF6tQdTVbr7kM/9rV2FNSaP/iG8T06GlKLrsjOPdbAh89AwEfxCXiPvc2HP1Gmp3WPiOlhIpVyA3fQ8kiWgSLOwkKDkF0OAQRn2lqjmZiiVs1nMiWmcjNP0FzxY47MnsjOh8VHlBsfdU7bd0S/O89iqypUG0IJ12JY/RpUdGGABAoKmTrVZcQ3FaMM7cd7V9927QeWz0U4sdTrmfb5OnEZGdwzNwJxOXnmJKLhTFY4taiTVG/bjPfDD+LQE0d+acdzagJz5h27KTV1bL12ivwrVyOLT6B/OdexjNgkCm57A69rBD/2w+jF60HwDHieFynXotwG2+ptj+QzZXITTPUUfP2lgWA9B6IDiOh3ZBWV5n7qxyo4lZqQTUgtmVm2J82/DLn9KgKbcfRiITWKW5kKEhwylsEv/8IpERktMN98d3Y25vvsb0d/4b1bL3mMkIV5TjzO9Dh1bdwZpvz/ZZSMv+Gh1j3wgfYY9wcOeM90of1MyUXC+OwxK1Fm6P8x3n8MOZS9ECQHrddxqDH7zQtF62hgcKbrsG7aAEiJpa8p54j/uDoqZDKUJDg5LcI/hB+oUzPxX3Bndg79TY7tT+N1ENK2Gz+EcqW0yJs7G7IHYRofzBk9GpVvcZ/lgNJ3EqpQ9U65NY5UDx/Ry8tKK/kgkMhdzDC4TYvyb+Ivm0T/ncfRS9Wjg6Og47Ddfp1UfWG1LtiGYXXX4lWW4u7c1fyX3odZ4Z5pyernnyTRbc9CkIwasIztD/9GNNysTAOS9xatEk2f/Als8+/HYDB/7uX7jdeaFouutdL0W030jR7JsLpJPfhx0g8+ljT8tkd2trF+N//jzriFDacR56J87iLTdnzvj+RzVWwdbaq4DWV77jDnaiETt4wSO/WKo+l94a2Lm6llFCzCVk0F4rngbd6x52xKdB+JKL9yFZj5bUnpKYR/GECwSlvgxZUrUTn3IKj/yFmp7YLTXN/puiW69Gbmojp04/8517GkZxiWj5bP/6amWfdDFIy8Im76HnrpablYmEslri1aLOseORlltz9ZFS8Y5fBAMV3/52Gb78GIci66x+knn2eafnsDultJPDJ84TmfguAyO6A+/w7ombq+q8gpYTqDcjCOVA0FwKNO+50J6oBtHZDIKNHmxpEa4viVuoaVK9HFi+AbQt2FbSOWGg3GJF/sPpZtoE3LXrZVvzv/Rd9y2oA7L2H4zr3tqjzqq7/9mu23X0HMhjEM3Q4eU8/jz3OvIGtshlzmXb0ZeiBIF2vP58hz/4javqRLSKPJW4t2ixSSuZf/yDrXhyHze3iiG/eIPPQoeblo2mUPvpPaieMByD9qutIv/bGqHvCDS2dReDDp5ENNaqKe8QZqorrar3HuTsj9ZAaQiuaC9sWQrB5x52OGMjqi8gZAFl9EO5E0/LcH7QVcSsDzVC+Alm6GEqX7vrmxO6GnAGqCp/VF2F3mpbn/kRqIVWt/eodCAUhxoPrtOtwDD8m6p4zaj4aR+kjD4GUJBx1NLkPP4bNbd7zRe3ytXx7yPkEa+vJO3UMoyY8g60VbGa02H9Y4taiTaNrGjPPuImiz77DmZTAUTPeI6W/eZVIKSWVLz9P5UvPAZB08mnk3PsgwhldL8iyqQ7/x8+jLfgBQA2tnH1LVOym358oobsaWTxfuS3sPIiGgJSOSuRm9YGUjq2uqttaxa2UOtRugbIVyPLlULUOpL7jAa44yO6PyB2sfj721t0+82u0rWsJjHuipbfW3nMornNuxZYSXUslpK5T8dxTVL3xKgDJZ55D9l3/MHXFd+PmIr4deS7ebeVkjBzE4d++aZprjoV5WOLWos0T8vqYdszlVPw0n5jsDI6eNY74Tvmm5lTz8XhK//0Q6DpxI0bR7rGnTT3C2xOhZXMIfPQMsq4SAMfwY3CdclXU+GjuT6TUVf9myWJVHazbuusDHDGQ1g2R2RPSu0NS+6gfSmst4lZKXfkVV65BVqyCijW7DoQBJOTuqKqndY367/2fQfq9BCa/SWjGZ0rMexJwnXYtjqFjoq5aK4MBtt1/D/VTvgQg/ZobSL/6elPz9JVX8e2o82hYt5mk3l056sf3cKcmm5aPhXlY4tbigCBQW893h11A7dI1xHfKZ8zMD4jNMdf/tGHGDxTfeRvS58XdvSf5/3sRZ1b0Db5IbyOBL18nNGsSSAlxSbhOvhLHsKPb9HYf6a2BsmXI8pVQvmLXo3BQYje1MyKtC6R2hdSOCGd0rQGOVnErQz6o2az6oKvWq8rsr8WsI1Yt5cjqraqzcW3Xr1hKibZ0JoGJL6ihTsA++HDcp16HSDRvIGtPaHW1FN12E83z54LDQc69D5J8yumm5hSoa+D7Iy6mZuEK4jq0Y8yscXjaZZmak4V5WOLW4oDBW1LOt6POo3FjIUl9unHU9Hdwp5n7wuFdtpTCv12LVl2FIyOTvP+9SGzP6LTh0jatxD/+SbW+F7B17I3rzBux53UxNzEDkFKHuiLVq1uxCqrWQtD72wcm5Kj2heQOkFwASfkIp3k2TdEgbmXID/VFULsFWbMZajer7yW/eumxuyGtMyKjJ2T0hOSCNlmd/TV6RTGBT55HWzkXAJGajeusm3D0GmZyZrsnsHULhTdeTWDLZmxxcbR77GniR5jr2hBq9jLt2Cuo+Gk+7oxUxsz8gMRu0bH23MIcLHFrcUDRuLGQb0edi7ekgtShfTnyu7dwJprbDhAoLqLwxmsIbFyPiIml3b8fI+GIo0zNaU9ILURoxqcEvnoH/F4QNhwjx+I64eI22aqwJ1rEbtV6ZPU6qNqw6/arnfFkQFIeJOQiEtspARyfZYjoNVLcypAfGsugsQRZvw3qtylR21jGb4QsQEyKErNpXSG1CyS3b3U9zX8F6fcS/OYDgj98rOy97E6cR52Fc8y5CFd09og2L5hH0W03otXW4sjJJf9/LxLT1dzlEZo/wI+nXEfJ1z/hTIznyGnvkDooOgsEFsZhiVuLA466lev57tDz8VfVkjFqMId//RqOOHOPk7WGBorv+BtNP88GIOOGm0m7/Oqo67Pbjl5TQeCzl9AWzVAXPAm4jr8Yx8ixCPuBI1B2RvrroXoT1G5G1m5WA1Hemj1/QkwyxGVCXCYiLgPi0sGTpvxZY1L2y9T//hS3Ug+Br1Z9Tc2V0FSFbK5Q/sGNFeCt2vMnuxMhuQMkd0AkF0BqJ0Rs9B23G4HUdULzvyf45WvIOvU9s/cYjOuMG7FlmrOedm+o+eQj5YgQChHTqw/5/3sRR7q5A256MMjMs2+h6NNvsXtiOeKb18kYOdjUnCyiA0vcWhyQVC9cwfeHX0SwvpGsIw/msC9fMn2iVoZClD32b2o+/ACAxGNPIOf+f2GLjZ7tQ79GW7cY/yfPI7dtAkBktcd1ytXYew2LWmFuJNLfqKqX9UXI+mI1NNVYCv6GP/5kVzzEJClh6E4EVzzCHa9WyDrjVM+vM0b9a3eB3Qk2J9gcIOwgBMtXrASgT+9eql9aaqCH1E0LqFvIDyGfugWbIdCEDDSqHmN/A/jqwF+3dzk74yAhe0eVOjEPkvIQMQdOVf/30DYuJzDxRfStawAQadm4Tr0We98RUfv3IoNByp78LzXj3gUg4ejjyH3w36Y/L+maxpwL7mDL+MnYXE4Om/QyOWOiZ/ujhblY4tbigKViziKmHX0ZocZmco49hEM/ewG723xLoZqPx1P66L8gFMLdoxf5Tz6LM7ed2WntEalphOZMITD5LWiqA8DWbSCuk6/Cnt/V3OSiFBloUsf1TeXQWI5srlTV0OYqVRnVg/slzvKtqnLcp/1+qpLaHKri7EkDTzp40hHxmRCXAfHZSoBHqUgzE72skMCXr6MtnakuuD04jz4P5+jTonoLYKi6muI7b6F53i8ApF93E+lXXmv6z1jXNH657G42vfMZNqeTQyY+S7uxh5uak0V0YYlbiwOa8h/nMe24K9GaveSeMJpDPnk2KgRu0/y5FN/xN7SaGuwpKbT7z1PEDTvI7LR+F9ncSPCb9wnO+Ez1EAL2QYfjOuESbBnRK86jDSklBJpUC4C/TlVOA41If4Oqpoarqy3V1pA/XIUNKlGsa2zvcf2tuBVgsyuRur3a64jZcXN61M0Vh3An7FQ9TlKi1p1gurBpTeh1lQS/fo/QnCmg66pH/eBjcR1/aVS6IOyMd9UKim+9kWDJNkSsh3YP/zcqZgGkrvPLFfew8c2JCLudUR89Tf5pR5udlkWUYYlbiwOe0h/mMGPsNWheX1QJ3OC2YopuuxHfqpVgs5F5022kXnxZ1IsLvaqUwOQ30eZ/ry7Y7DgOPg7nMRdgS043N7kDBCl1kLrquZWSPn37grABIup/f9oCsqmO4HcfEfzxMwj6gfDa3JOuxJZTYGpue0Pt5xMpffgBZCCAM78D+U89h7uL+acwuwhbm40R456gw1nHm52WRRRiiVsLC6D0+znMODEscI8/TAncGPPXzeo+H6UPP0Ddl58BkHDU0eTc/zD2hARzE9sLtMJ1BCe9gbZqnrrgcOIYeSLOMedgS0w1N7kDhGiwAjuQkM0NBKd9THD6ROUmAtg69cZ14hXYO/c1Obs/Rvf7KXvs39R+/CEA8YeOJvdf/8WeaP4aal3T+OXye9j09qdK2H7wBB3OtoStxe6xxK2FRZidK7jZY0Zy6GfP4/CYP8wlpaR2wnhK//tvCAVx5ncg77GnienR0+zU9gpt3RICU95C37BMXXC6cIwci/PIs7ElpZmbXBvHErfGIJvqCU6fSHDGRPA1A2DL64Lz+Euw9x7eKqrlgcKtFN1xM/7VK0EItXHsymujYlGLHgox56I72TJuEsJuZ8T7j1vC1uJ3scSthcVOlE3/hRljryHU1EzmYcM47MsXcSZEx1pc77KlFP39ZkIl2xAuF1l/v5vk089uFS+cUkr0NQuVyN28Sl10OHEcdBzOI8/ClhZ9m9naApa4jSyyvobg9I8J/vQl+JWoFTkFuI6/GHvfkVEhDPeG+u+mUvLAveiNDdhTUsh9+DHiR4wyOy0AtECA2efdTuEnUxEOByPHP0n7048xOy2LKMcStxYWv6Ji1gKmHXcloYYm0g4awOFTXsGVEh1WRlpdLdvuvZPGn5S/bMKYY8m575+tok0BwmtGVy8g+PW76JtWqIs2O47BhyuRm9vJ3ATbGJa4jQx6xTaC0yYQ+mUqBAMA2HI74Tz2Auz9RrUaUav7fJQ98Si1E8YDENt/IO3++1TUrAEPeX3MPPNvbJs8HZvLyagJz5B30pFmp2XRCrDErYXFbqiat5Rpx1xBoKaO5P49OOKbN4jJjI4jdKnrVL/7JuXPPgWhEM52ebR75HFi+w0wO7W9RkqJvm4JgW/Hoa9Z0HLd3msYziPOxNZ1QKuoSEc7lrjdv2hbVhP8/iO0JTNB6gDYCnriHHOeaj9oJaIWwL9hPcX/dxv+tcpzN+3SK8m47iaE868vD9kfBBsamXHStZRPn4s9NoZDPn2O3GPMXfNr0XqwxK2FxR6oXbaGH8Zchq+skoRuBRzx7ZvEtc81O60WvMuWUHznrQS3FYPdTsY1N5J22ZUIu93s1PYJbesagt99uKtgaNcZx+jTcAw6PKp9QKMdS9z+daSmoS2dRXD6JztOGwi/ETvyLGxd+reqN2Lbe/jLnngU6fdjT0kl9+H/ED8ieoSjv6qGacddSfW8ZTgS4hg9+RUyDxlidloWrQhL3FpY/A716zbzw1GX0rx1G568bA7/5g2SenY2O60WtIYGSh++n/qvpwAQO3Awuf/6D6520bvGc0/oFcUEp09UR70Bn7oYl4Rz5Ak4Ro7FlpJpboKtEEvc/nlkQy3BOVMIzfwSWVuhLtodqoXm8DOxtWt9LTShqkpKHvoHjTOmARB38Ehy//mo6Wt0d6apsIRpx1xO/aoNuNOSGf31a6QNiX6nCYvowhK3FhZ/wM5Ptq7UZEZPeYX04f3NTqsFKSV1kz6n7NF/ojc1YYuLI+vv95B00qmtqqK0HdlUT3D2FEIzP0fWhEWFsGHvezCOkWOxdx/cqo5/zcQSt/uGlBJ943KCsyahLfqxZRkJ8cnqTdaok1qtw0fD9B8oefBetJpqhNNJxk23kXr+RVH1t1S3egPTjr6c5sISVUyY+jpJvbqYnZZFK8QStxYWe4G/qobpJ1xN1S9LsHtiGfXR07Q7YbTZae1CoLiIbff8He/ihQDEH3Y4Of94KKqqMvuC1DS0ZbMI/vgZ+vqlLddFajaOg4/DMfwYaynEH2CJ271DNtYRmvcdwdmTkWVbW67b2nfHccjJOAaNbrXtMVp9PWWP/bvFK9vdtRu5/36MmK7dzU3sV1TMWcSMsdcQqK4lsXtHDv/mjahqA7NoXVji1sJiLwk1NfPTGTdR8vVPCLudYS8/SOfLzzQ7rV2QmkbV269T8cKzEApiT0oi6//uI/GY41tlFXc7eskWgrO+JDTvO/A2qovChr3nEBzDj8He5+BWKz4iiSVu94zUNLTV8wj9PBVt+RzQQuoOVwyOQaNxjDoRe/voEoD7SuPsmZQ8eC+hslIQgtSLLiPj+r9hc0XX30rRF98z6+xb0Hx+0ob147DJLxOTbi16sfjzWOLWwmIf0INBfrnyH2x6+1MA+tx/A33vvyHqhKNv3Rq2/eP/lCE7kHDEGLLvvq/VVnG3IwN+Qot/JDR7MvrG5TvuiI3HMfAwHEOPwtaxd1QdtZqJJW53RUqJXriO0PzvCC34ARpqW+6z5XXFMeJ4HIOPQMTGmZfkfkCrr6fsyf9Q99knADjzO5D70CN4Bg4yObPfsu7FD5h/wz+Ruk7uCaMZ9eFTOOI8Zqdl0cqxxK2FxT4ipWTpvU+z4t8vAdDxolMY9uo/sUdZNUQGg1S+/jKVr70EoRC2xCSybruz1fbi/hq9vIjQL1MJzftux8APIFIycAw6Avug0djyurSJr/XPYolbhV66hdDC6YQWTkOWF+24Iz4Zx+AjcBx0DPZ20TMo+ldomPY9pf9+kFBFOQhByjkXkHnTLdhio0swSl1n8Z2PserxNwDofPkZDH3pQWwOh8mZWbQFLHFrYfEnWf/qR8y79gGkppF1+HAO+eTZqFn2sDO+tWsouf//8K1SVVzP8IPJufdBXPntTc5s/yB1DX39UkJzvyW0ZGbLpigAkZ6LY8Ch2Accgi2/2wEndA9UcSulRJZsJrRkJqHFM5Alm3fc6XRh73MwjqFjsPccgrC3DTEVrCin7D8P0/DdVABcHQrIeeBhPAMHm5zZbwk1e5lz8Z0Ufqxy7fevm+l99zUH3N+nReSwxK2FxV9g29SfmHnGTYQam0noVsBhk14msWuB2Wn9BhkKUf3e21S8+D+k349wu0m/4lrSLrmsTfWqyoAfbeUvhBZOR1vxCwT9LfeJlAzsfUfg6DsCW+d+CEd0mNVHkgNJ3EpdQ9+0Em3ZbELLZiMrinfcaXdg7zEE+8DDcPQbiYiJrirmX0FqGjUTxlPx3FPojY1gt5N28eWkX3UdtpgYs9P7Dd6ScmacdC3V85djczkZ/sa/6Xj+SWanZdHGsMSthcVfpGbpamaMvYbmwhJcqckc8sn/yBo93Oy0dktg6xZKHn6A5l/mAODq1Jnsu+8nbsgwkzPb/0i/F23Fz4QW/4S2cu4O71yAGI8SO72HY+85FFti2xxeaeviVjbVo61eQGjFL2ir5kJT/Y47HU71M+4/CkffkQhPvHmJRgjvqhWUPvwgvuXKTSSmVx9y7vsnMT16mpzZ7qlZvIoZJ15Dc1EprtRkDv30OTIPHWp2WhZtEEvcWljsB7ylFfx48nVUzV2KcDgY8tw/6Hr1OWantVuklNRPmUTZE4+iVVcBkHj8iWTecgfOjLa5KEEG/GhrFqqq3oo5uwwSgdqIZu8xBHv3Qdg69UG43OYkup9pa+JWhoLom1epn+Xq+ehb18DOL2Gx8dh7D8fR52DsvYa1qQrtzmj1dVQ8/ww1E8aDrmOLjyfjhltIOfOcqN1QuPWTqcy56E60Zi+JPTpx2KSXSejcNlqjLKIPS9xaWOwnQl4fv1x2N1vGTwag63XnMfjpu7FFya72X6PV11H+7NPUfjwepMQWF0f6VdeRet6FbapV4ddIXUcvXIu24he0Fb+gF67d9QEOJ7aCXti79sfedQC2Dj1a7fejtYtbGQqiF65DW78Efd0StI3Ld63AAyKnAEev4dh7D1dOGVEq7vYHUtOo/XwiFc8+iVZTA0DisceTeeudODOzTM5u90hdZ/k/X2DZA88CkD1mJKM+ehpXcqLJmVm0ZSxxa2GxH5FSsvKRl1lyz1MAZB42jFETniEmI3qPvb0rllH6yD9bjjZdBR3Juv3/iB91qMmZGYNsqEVbvQBtzQK0NQuRdZW7PsDuxNahG/aOfbB17IW9oBciMcWcZPeR1iZuZXMD2uZV6JtWoG1cgb551S590wDEJ2PvNhB790GqpeQAWeTRvGghZY89jG/lCiDcUnTXP4gbdpDJme2ZYEMjP1/yfxRO/AaA7jdfzMDH/m45IlhEHEvcWlhEgKIvvmf2+bcTamzGk5/DIROfjer96FLXqfviU8r/92RLq0LciFFk3Xon7i5dTc7OOKSUyPIitHWLVbVw/VJkffVvHidSs7C1746tQ3fseV2x5XdFeBJMyPj3iWZxK/1e9KL16FvXohWuRd+yetchsO14ErB36aeq6F36YcvpeED5GAeKiyh/5gkavvkKQLUgXHMjKWefh4jSUyGA+rWb+PGU66lftQGby8nQFx+g82VnmJ2WxQGCJW4tLCJE3aoN/HjKdTSs3YzN7WLo8/dF3UazX6M1NFD56otUf/AuhIJgs5F86hlkXHtjq18A8WeQUiIrt6FtWKaqiZtXIUu37NrnGUakZmHL7YStXWdsOQVKhGXkmurKEA3iVmoasqoEvWSzuhVvQN+2EVm5bfffx4x22Dv2wtaxN/ZOfRFZ+QeUmN2OVl9P5esvUzPuXWQgoP4WTzmdjBtuxpGaZnZ6v0vhZ98x56K/E2poIjY3k0M+eZb0gwaYnZbFAYQlbi0sIkigroE5F/2d4i9+AJRR+ZDn7sMeE90DS4GtWyh/+nEafvgWABHrIe3iy0i98BLscW1v6nxfkN5G1Qe6ZTV64Tr0wnXIqpLdP9hmR6TnYsvMw5aZh8hohy2jHSItB5GcEfH+UKPErdR1ZF0lsrIEvXIbsqIYvaIIvbwIWV4MWnC3nyeSM7Dld8WW1xVbQQ/s7bsh4qLPK9pIdL+fmo/GUfXai2h1dQB4hh1E1m13EdO9h8nZ/T66prH03qdZ+egrAGSMGsyoCc8Qm33gvTG2MBdL3FpYRBip66x89BWW3Ps0SEnKwF6MmvBMq5gUbl44n7In/9vSj2tPSSX9qmtJPv3sqNtPbyayuQG9eCP6tvAtXKXE793zJ9lsSuCmZCFSMrAlpSOS0xGJaYjEFERCCiI+GWLj/rS5/V8Vt1JK8DUjG+uQDTXIhmpkXbUSsnWV6DUVyJpyZE3FHgUsAE43tuwOqqKd2xFbu07YcjsjEpL/VF5tEalp1E3+gooXnyVUsg0AV6cuZN1yB3GjDo36BQfe0gpmnXsr5dPnAtD9bxep/toobp2waLtY4tbCwiBKvpnJ7PNvx19ZgzMxnoPefIT80442O60/REpJwzdfU/7c0wQLtwDgyMkl4+rrSRp7MsIaDtktUkpkbSWybCt6eSF6RbGqaFaWIKtKf18M7ozNDnEJiNgEhCceERMHMR6EOxbcMQhXDDjd4HCpn4XNDnYHCMHyTVsAQZ+O7VULgK6BFkJqmhrUCgaQAR8EfOpfbxPS14xsbgBvI7KpYZ/yFKlZiLQcbNsr1Fn52LLaI1IyD8jWgr1B6joN339DxYvPEti4AQBHZhbp19xA8kmntoq/r7LpvzDrnFvxlVXiiPMw7LV/UXDOCWanZXEAY4lbCwsDaS4qZdY5t1AxayEA3W64gIGP/T3q2xQAZDBI7WefUPnK84QqKgBwte9A+lXXkXjc2DZtwbS/Ucf4VeGqZxl6bYUSwrWVO6qjjbW/X/ndC1ZUNQLQO+0vtpK4YhDxyYjEVFVVTk5HJKVjS85QgjYlE5GUbv0O7ANSShqnfU/FS8/hX7saAFtiEumXXknKuRdE5XaxX6NrGiv+9SLLH3oeqesk9enGqAlPk9Sjs9mpWRzgWOLWwsJg9GCQJfc8xarHXgcgZWAvRn74VFSu7d0dus9HzYfvU/XWay1em66CjqRfcQ2Jx57QKipNrQUZDCAb66C5AdncgPQ2In1NqsIa8IHfq/4NBVUVNhQMV2c1QLKisBSA3vnZgACbDewOhN0BTpeq9rpjlHh1x0JMHCImFhGbAJ54hCcBEZ+kqsMW+wWp6zRO/4HKV1/At2olALa4OFLPv5jUCy/FnhB9rhu7o3lbGXMuuIOyab8A0OmS0xjy/H04PLEmZ2ZhYYlbCwvTKJ4yg58v+jv+qloccR6GPH8fHS86Jep767ajNzdRPf59qt9+vWXwxZnfnrRLryRp7MlWT24UEA1uCRYKqWk0fDeVytdewr9OLQ6xeTyknHshqRdegiO5dXgnAxRPmsbPl9zV8tw19KUH6HjByWanZWHRgiVuLSxMpLm4jNkX3N4yhNHhnBMY+uIDrWp7j9bYSM1HH1D97pstlVxHZhapF15CyulnYfPEmZzhgYslbs1H9/upm/Q5VW+93tKzbouLI+WcC0i94BIcKa1H1Ia8Phbd8V/WPf8+ED51Gv8kid06mpyZhcWuWOLWwsJkdE1j1X9eZel9/0NqGp78HA5+5z9kjR5udmr7hO5tpubjD6l+501CFeWA6iFMOfMcUs+94ID0yTUbS9yah1ZfT82EcVSPew+tUvWo25OSSDnvIlLPvQB7YuuyPKtetJLZ599O/So19Nbj1kvp/+9bsbutExqL6MMStxYWUULlL0uYfcEdNK7fAkLQ87ZL6ffPm1vFsNnO6IEAdZM+p/qt1whsVZUq4XSSePyJpF5wMTFdu5uc4YGDJW6NJ1C4leoP3qH2s4lIbzMAjqxsUi+4hJTTz2x1Jxl6KMSqx15n2f3PogeDxOZkMPzNR8g95hCzU7Ow2COWuLWwiCKCjU0svOURNrw2AYCk3l05+J3/kDqot8mZ7TtS02iY8QPVb72Od+niluue4QeTeu6FxB9ymDVdH2EscWsMUkqa5/5M9bh3aZwxrWXzmrtrN9IuvpzEY46P6lW5e6J+3WbmXHQnVT8vBiDv1DEMe+UhYtJTzU3MwuIPsMSthUUUUvTlD8y94l585VUIh4Pe91xD77uvxt5Kh7Salyyi+r23afj+G9B1AJzt8kg581ySTj6tVfUdtiYscRtZtMZG6iZ/Qc2HHxDYuL7letzIQ0m78BI8ww9uNQOiOyN1nbXPvcfiu55A8/pwJsYz+H/3tqqBV4sDG0vcWlhEKb6KauZd+wCFn0wFILl/Dw5+61FSBvQ0ObM/T3BbMTUfjaNm4gT0euWwIFwuEsYcS8oZZxM7YJD14rkfscRtZPCtXknNxx9SP+VL9GbVeiBiPSSfdAop51yAu2MnkzP88zSs38LPl91NxU/zAcg64iAOevMR4trnmpyZhcXeY4lbC4soRkrJlg+nsOCGh/BX1SIcDnrdeQV9/nF9qx7k0L1e6qdOoebD91u8PgHcnbuSdMrpJI092arm7gcscbv/0BoaqJ86mdpPP8G3YlnLdVfHTqSceQ5JJ57aajxqd4euaax5+m2W/uMZNK8PR5yHAf+9na7XnGttl7NodVji1sKiFeAtq2T+dQ9SOPEbABJ7dmb4q/8kY+RgkzP7a0gp8S1fRs0nH1L/9RSkL7yRy+EkYfThJJ10KvEjDrEWQ/xJLHH715C6TvP8udR98Sn1301F+nzqDoeTxCPHkHzGWXiGDG/1pw01S1cz98p/UDV3KaCqtcNf+xfxHfNNzszC4s9hiVsLi1bE1k+mMv/6h/CVVQLQ5ZpzGPDIba3KF3dPaA0N1H81idrPPsa3ckXLdXtaOknHnkDiCScS07N3qxcSRmKJ2z+Hf+MG6iZ/Qd2ULwmVbGu57urUmeTtJwupaSZmuH8IeX0sf+h5Vj3+BjIUwpkYz8An7qLz5WdYf2cWrRpL3FpYtDL81bUsuuO/bHzjEwBisjMY/MzdtD/zuDbzguRbs5q6Lz+lbvKXaDXVLdddHTuReOwJJB17Aq4OBeYl2EqwxO3eEywtof7rKdR9PRn/6h2tMrb4BBKPPZ6kE08htt+ANvM3VvLNTOZd9yCNG7YCkH/a0Qz+37142mWZnJmFxV/HErcWFq2Usum/MPfq+2hYuxmAnGNGMeS5+0jo0sHcxPYjMhikcfZP1E3+ksYZPyD9/pb73D16kTjmGBLHHIurfdv5mvcnlrj9fYJlpTR8O5X6b7/Gu2TRjjscDuJHHkLS8ScRf9jh2GJizEtyP9O8rYyFtz7K1g+nABDbLoshz91H/ilHmZyZhcX+wxK3FhatGM3nZ8Wjr7DykZfRA0FsLie97rySXnddhcMTa3Z6+xWtoYGGad9RP3UKTT/PBk1ruc/drTsJR4wh4fCjcHfr3maqa38VS9z+Fv+WTTT88B0N33+Lb/nSHXcIgWfQYBKPHUvCUce0uYFGPRhkzf/eZdkDzxJqbEbYbHS78QL6/fNvOBPizU7PwmK/YolbC4s2QP26zcy/4Z+UfjMTgLgO7Rj05F3knTqmTQq9UE0NDT98S8O3X9M075ddhK4ztx3xhx1BwmGH4xk8BOFsva4SfxVL3IIMhfAuXUzjTzNomP49gU0bd9wpBLEDBpE45hgSjjwGZ1bbPJIv/X4OC276F3UrlRdv2kEDGPrC/aQO7GVyZhYWkcEStxYWbQQpJUWffsuCm/9Nc2EJoKaeBz9zD8l9upmcXeTQ6mppmDGNhu+/oenn2bu0Ltg8HuIOGknciFHEjzwEZ86B5dV5oIrbUFUljbNn0jTrRxpnz2rxVAbA4SBuyDASjjya+NFH4MzINC/RCNO4qZBFt/+3xWXFnZ7CgP/cTqdLTrPsvSzaNJa4tbBoY4Samln5n1dZ+d/X0P0BhM1Gl2vOoe+DN7b5tZm6t5mmn+fQMOMHGmf+iFZZscv9ro6diDtoBHHDR+AZPLRV+5LuDQeKuNW9zTQvWkjTz7Np+nk2/rWrd7nfnpRE3MhDiT90NPEjD23zP/dgQyMrHnmF1U++qZ4D7Ha6Xnce/R68EVdKktnpWVhEHEvcWli0UX5dtXEmJdD7nmvofuOF2GPcJmcXeaSu41u1gqbZM2mc+SPeZUtaVv8CYLMR06sPcUOG4Rk8lNgBg9qc6Gmr4lb3NuNdspimBfNoXjAP79IlEAru8piYXr2JG3EI8SMPJbZff4TdblK2xqGHQmx84xOW3ve/FrvAA+H0xsLi11ji1sKijVM2/RcW3vIINYtXARBX0I7+/76VDmcff0AdTWr1dTTN+4WmObNonvszga1bdn2AzYa7a3c8AwYS21/dnLntWnXPclsRt8GyMrxLF+FdupjmRQvxrV4JodAuj3Hk5BI3dDhxB48kbvjBbcKHdm+RUrJtygwW//2xlr7a+C4dGPT432l30pGt+nfYwuLPYIlbC4sDAF3T2Pzu5yy55ym828oBSBnUmwGP3kbOmJEmZ2cOwdISmub9QvPC+TTPn0ewcMtvHmNPSye2dx9i+vQjtlcfYnr1blWiqTWKW62+Dt+qlXhXLse3fCne5csIlZX+5nGO7Bw8g4fiGTyUuKHDceblH5AirvKXJSy+83HKZ8wFwJWaTN/7r6fLNedgdx24w5QWBzaWuLWwOIAINXtZ/eSbrPzva4QamgB1bNn/37eSPry/ydmZS7CiHO/ihTQvWoh36WJ8q1f95qgbwJGVTUyPnri79SCmW3fcXbrhym8flSuCo1ncSl0nWFyEf/06fGtX41+7Gt/qVQSLi3774HBVPbbfADwDB+EZOPiAGw78NbXL17L0H89Q9Nl3ANjcLrrfdCG9776mTWwstLD4K1ji1sLiAMRXUc2Kh19k3Yvj0ANKwOWdfCR9H7yJlP49TM4uOtB9PnyrV+JbsRzv8qX4Vq0gsGUz7OYpU7hcuAo64e7UGVenzrg7dMRV0BFXfj42T5zxyYeJBnGr+3wEirYS2LKZwOZNBDZtxL9xPf6NG5E+724/x9kuj5ievYnt04+Y3n2I7d3H1O9jNNGwfgvLHnyOze9/CVIibDY6XnQKfR+6ibj8HLPTs7CICixxa2FxANO0pZhlDz7Hprc/Q4aHrfLPOIa+D9xIcu+uJmcXfWiNjfjXrMK3djW+Navxr1uLf8P6PYo0AHt6Bq789rja5eHMbadu2Tk4cnJwZmZhi/VELF8jxK3u9xMqLyNYuo1gSQnBkm0Ei4sIFhcRKCrcbUvBdoTLhatjZ2K6dsPdvQcx3XoQ06Mn9qTkiOXbWmncWMjyh19Uf6thX+f8M46h30N/I6lnZ5Ozs7CILixxa2FhQd3qDSx74Dm2fvRVS2Uy/4xj6Hvf9ST37W5ydtFNy/H6xvX4N24gsGmjqlBu2YRWV/eHn29LSMSRkYkjPR1HWjqO1DTsKSnYk1OwJydjT0rGnpiELT4ee0ICNk/cXrdA7Ku4lZqG3tSE3tSI1tCA3lBPqK4WrbYWrbYGraYaraaGUGUFoapKQhXlaLW1f/w1xsfjClez3QUdcXXugrtj56ht54gmGjZsZcXDL7Lpnc9bRG3OcYfS/59/I3Vw9LWbWFhEA5a4tbCwaKF2+VqWPfgchR9PbbmWd8pR9L7nGtKG9DUxs9aJVl9HoHArgcKtLdXMYGmJupWUIL3Nf+r/K9xubLGxiJhYbG43wuVCOF0IpxPhsIPdgRA21tTUgBB0T05GSh00DRkKqVswgAwE0P1+pM+L7vUifb4/l09MDM6sbJzZuThycsJV6jxc+fk48ztgT04+IIe9/gp1qzaw4pGX2fLBpB2i9phR9H3gRtIPGmBuchYWUY4lbi0sLH5D7fK1LH/oebZ+PLWlkps9ZiS9/+8qMkcPt4TKfkJrbCRUVqoqoZWVhCrLVWW0plpVSmtr0epq0Rob0Rvqd9m+tjes86rHd43dN19j4XRiS0jEnpCAPSlJVY+TkrGnpuFIScWeno4jPQNHRoZqrUhItH4n9hNV85ay8tFXKfz025a/vZxjD6Hv/TdYotbCYi+xxK2FhcUe2V31KG14f3recTl5pxyF7QAwxo8mZDCA3tysWgd8PnSfqrbKQAA9EIBQCKmpyixSsnLTZkDSq2NHEAJhd4DDjnA4EE4XNpcLERODLSZW/RsXh80Th82ykDIUKSUl38xk1WOvU/b9nJbreaccRe+7ryZtaD8Ts7OwaH1Y4tbCwuIPadxUyKrH32DjG5+g+VQ1ML5ze3rccgmdLjkVR1zkhqIs/jzR4JZgsWc0f4At4yez+ok3qF22FgDhcFBw3lh63XklSb26mJyhhUXrxBK3FhYWe423rJK1z73HuhfGEaiuBcCVkkSXq86i6/XnW1ZEUYYlbqMTX0U1614ax7oXxuErrQDAEeeh85Vn0uPmi4nr0M7kDC0sWjeWuLWwsNhnQk3NbHhzImueeYfG9Wqzl7DbyT9tDN1uuICMQ4ZYPZhRgCVuo4vqBctZ+9z7bB43Cd0fACC2XRbdbriArlefjSslyeQMLSzaBpa4tbCw+NPomsa2SdNY/fTblE+f23I9uW83ul53HgXnn4gzId7EDA9sLHFrPprPz9YJX7H2+Q+o+mVJy/XUIX3ofvPFdDjrOGxOp4kZWli0PSxxa2FhsV+oWbqatc++x+b3v0TzKkspR7yHggtOouvV55AyoKfJGR54WOLWPOrXbmL9yx+y8a1PW1p4bE4n+WccQ7cbLyD9oAHW6YaFRYSwxK2FhcV+JVBTx8a3P2Xdi+NoWLu55XrqkD50vuJMCs4dizPRquYagSVujSXU7KVw4jdseHUC5T/Oa7nuyc+hy9Vn0/mKM4nNSjcxQwuLAwNL3FpYWEQEKSXl039h3UvjKfr0O/RgEAB7bAz5px9Np0tPI2v0cITNZnKmbRdL3EYeKSVVvyxh45sT2TJ+MsH6RgCEzUbOcYfS9ZpzyDnuUMs2z8LCQCxxa2FhEXF8FdVsevdzNrw2gfpVG1que/Jz6HjhyRRceBJJPTqbmGHbxBK3kaNxcxGb3/+STe98tssJRVxBOzpffgadLjkNT162eQlaWBzAWOLWwsLCMKSUVM1dysY3PmHLh1MI1jW03JcyqDcF559Ih7OPx9Muy8Qs2w6WuN2/+CqqKfxkKpvf/5KKmQtarts9seSfNobOl51O5mHDrNMICwuTscSthYWFKWg+P8Vf/sDGtz+jZOpMtVULQAgyRg2mw9nHk3/60cRmZ5ibaCvGErd/HX91LUWffceWD7+i7Ps5LZv6EIKs0cPoePGp5J82xnIFsbCIIixxa2FhYTq+imq2TviKLR9MomLWwh13CEHmoUPJP/1o8k45yloSsY9Y4vbP4Suvoujz7ymc+A2l383Z8cYLSB3cmw7njqXDOSdYJwwWFlGKJW4tLCyiiqbCErZ+OIWtE76mau7SXe5LHdqXvJOPJO/kI0nq3dWyUvoDLHG79zSs30LR599T9Pn3VM5aiNT1lvuS+3Yj/8xj6XDOCSR2LTAvSQsLi73CErcWFhZRS9OWYrZ+8g1Fn36rKro7PV3Fdcyj3djDaTd2NJmHDsUe4zYx0+jEErd7Rg8GqZi9iG2Tp1P85TTqV2/c5f7Uwb3JO3UM7c84hsTunUzK0sLC4s9giVsLC4tWgbe0guIvp1H0+feUfje7ZX0pqIGerMOHk3PsIeQcM4qELh2sqi6WuP01TVu3UTJ1JiVTZ1L67awW2y5Q66MzDxvacjIQ16GdiZlaWFj8FSxxa2Fh0eoINTVT+v0cir+cxrYpM/BuK9/l/riCdmQfeTBZR40g6/DhB6xx/oEubgM1dZRNn0vpd7Mp+34O9Ws27XK/Oz2FnGMPod2Jh5Nz9ChcyYkmZWphYbE/scSthYVFq0ZKSe3SNWz76kdKv5lJxcyFLQsjtpPUqwuZhw8n67ChZBwy5IBxYDjQxK2/qoaKmQsomzGP8ulzqVm8apdWFmGzkXZQf3KOHkXOcYeSOri3tVzBwqINYolbCwuLNkWwsYnyH+dT9v0cSr+bTe3SNb95THyXDmSMHETGyEGkjxhIUs/ObdKbtC2LWyklDeu3UDlnMZWzFlIxayF1K9b95nGJ3TuSddQIso8aQdboYVZ11sLiAMAStxYWFm0aX2U15eFKXvlP85XY/dXTnjMxnrRh/Ugb1o/UoX1JG9KH2HZZrb5vty2JW195FVXzl1M1dynV85ZR9csS/FW1v3lcYs/OZB4yhMzDhpI5ehieXMuuy8LiQMMStxYWFgcUgdp6KucsoiJc7auauwyt2fubx8VkppEyuDepA3uRMqAHyf17EN+5fas6xm6N4lbqOk1biqlZsoaaxauoWbSS6gUr8BaX/eaxNreL1MG9yRgxkPSRg8kYOYiYjFQTsrawsIgmLHFrYWFxQKOHQtQuW0vV3KXh2zLqV67fxed0O/bYGJJ6dyGpd1eSenUmqVcXEnt2Jq6gXVSK3mgWt1LXaS4soW71RupXbqBuxTpqV6ynbvlaQo3Nv/0EIUjsVkDqsH6kDe1L2rB+pAzsid3lMj55CwuLqKbViNuHH36YyZMns3jxYlwuF7W1tb95zNatW7n++uv54YcfiI2N5bzzzuPxxx/HZT35WVhY7AOhZi+1S9dQvXAFNYtXU7N4FXXL16F5fbt9vM3lJKFLBxK6qlt85/bq1jEPT/sc0wSY2eJWD4VoLiqlaVMRDRsKadywlYZ1W2hYt5mGdVt+9/uZ1KsLKQN6kjKwZ8u/1opbCwuLvcFhdgJ7SyAQ4Mwzz+Tggw/m9ddf/839mqZxwgknkJGRwcyZM6mqquLiiy9GSsmzzz5rQsYWFhatFYcnlvSDBpB+0ICWa7qm0bixkLpla6ldsY66FeupX7WBhrWb0Xx+6laup27l+t/+z4TA0y4LT34OnvxsPHnZxLbLwtMui9icDGJyMojNSseRENeqenxDTc14SyvxlVbgLamgubgMb3EZzUVlNBeW0FxYSnNRKVLT9vj/sDmdJHTtQGKPTi0V8eS+3Ujo2gGb02ngV2NhYdGWaDWV2+289dZb3Hzzzb+p3H711VeMHTuWwsJCcnNzARg/fjyXXHIJ5eXl/H97dxcbVZ2HcfyZvsz0jb7O0umw9iWCurxLQSzZWhq1TUOKQSUSkwYvIEFDFJALEE2LoSiSaEyqQYMxeIMmGPRCE+GiIsaCtUDCNriBWJhdtiPIYEsLnWmn/72o22xtdd3YmWP/8/0kk6b/mU6fZs45PPxy5kx2Nu+QBTD5hqNR3Qz8SzfOX1Lv37tGppM/TSn7L17+xenkzyV53EqbXiBPQa7cBbkjX/Oy5c7NVmputlKzM5U6LVMpmRlKzkxXSka6ktM9Sk5PU5I7Vcket5JSU+RKSZErOUkul0ud585Jkub85S8yxshEh2WGhjQ8OKThyKCGI4OK3hrQ0K0BRW+FNdR3U0P9NzV0o1+DvX2K9PQpcr1Hgz/eUPjajwpf+1GRaz9q4GpowvOUJ/y73KnKLJmhrNtvU9btxZp2e7Gm3Vk2MuEu+7OSUqbMjAXAFGHNUaWtrU1z584dLbaSVFtbq3A4rI6ODlVXV0/4c+FwWOFweMyax+ORx8NHeQL435KSk5VVdpuyym5TUc1fx9xnjFH4akh9Fy+PTDMD3br5z+DIlPNfV3Sr+6oGuq9qqP+mhsORnyae3ZOW7R8aObadU2yOZ8npaSPTZ59X6f7pyvizb2RKXVykjNuKlFniV7rvT1ZeZg3AH5c15TYYDKqwcOwlX/Ly8uR2uxUMBn/x51566SXt3LlzzFpjY6OamppiERNAAnG5XEqbXqC06QXSPfN/8XFDN28pfDWkgSvXRiakP1xXJNSjyPXekcnpT5PUwd5+RftvarDvpqI3BxS9NaDoQFjRcETD4YjMUHTCN8KNyZSUJFdKspI8biW7U5WUNjL9TclIU0pWhlIyM5Q6LVOp2VlKyc6UOy9H7txpcufnyuPNk6cgV2l/ypdner5SMjOm1KkUABKDo+W2qalpXLH8ufb2di1evPg3Pd9EB1ljzK8efLdv364tW7aMWWNqCyCeUjLSlVIyQ5klM373c5nhYZloVMYY/e1vnZKkuXPnyOVyyZWczBQVgPUcLbcbN27UmjVrfvUxpaWlv+m5fD6fTp48OWbt+vXrGhwcHDfR/W+cggDAJq6kpNECm+xO/ekrV4wBkDgcLbder1der3dSnquiokLNzc3q7u5WUVGRJOnIkSPyeDwqLy+flN8BAACAP7Ypc85tIBBQKBRSIBBQNBrVmTNnJEkzZ85UVlaWampqNHv2bDU0NGjv3r0KhULaunWr1q9fz5USAAAAEsSUuRTYE088oQMHDoxbb21t1fLlyyWNFOCnnnpq3Ic4cNoBgETk9Ic4AIATpky5BQD8fyi3ABIRb5sFAACANSi3AAAAsAblFgAAANag3AIAAMAalFsAAABYg3ILAAAAa1BuAQAAYA3KLQAAAKxBuQUAAIA1KLcAAACwBuUWAAAA1qDcAgAAwBqUWwAAAFiDcgsAAABrUG4BAABgDcotAAAArEG5BQAAgDUotwAAALAG5RYAAADWoNwCAADAGpRbAAAAWINyCwAAAGtQbgEAAGANyi0AAACsQbkFAACANSi3AAAAsAblFgAAANag3AIAAMAalFsAAABYg3ILAAAAa1BuAQAAYA3KLQAAAKxBuQUAAIA1KLcAAACwBuUWAAAA1qDcAgAAwBqUWwAAAFiDcgsAAABrUG4BAABgDcotAAAArEG5BQAAgDUotwAAALAG5RYAAADWoNwCAADAGpRbi4XDYTU1NSkcDjsdBQ5hG0hss2bN0qFDh3j9ExT7PxJ1G3AZY4zTIRAbvb29ysnJUU9Pj7Kzs52OAwewDSQ2Xv/ExuuPRN0GmNwCAADAGpRbAAAAWINyCwAAAGtQbi3m8XjU2Ngoj8fjdBQ4hG0gsfH6JzZefyTqNsAbygAAAGANJrcAAACwBuUWAAAA1qDcAgAAwBqUWwAAAFiDcgsAAABrUG4t1dzcrGXLlikjI0O5ubkTPiYQCKi+vl6ZmZnyer16+umnFYlE4hsUcVNaWiqXyzXmtm3bNqdjIUbefPNNlZWVKS0tTeXl5Tp+/LjTkRAnTU1N4/Z1n8/ndCzEyBdffKH6+nr5/X65XC599NFHY+43xqipqUl+v1/p6elavny5Ojs7nQkbJ5RbS0UiEa1evVpPPvnkhPdHo1GtWLFC/f39+vLLL/X+++/rww8/1LPPPhvnpIinF198Ud3d3aO3559/3ulIiIEPPvhAmzZt0o4dO3T69GlVVlaqrq5OgUDA6WiIkzlz5ozZ18+ePet0JMRIf3+/FixYoJaWlgnvf+WVV/Tqq6+qpaVF7e3t8vl8evDBB3Xjxo04J40jA6u9++67JicnZ9z6p59+apKSkszly5dH1w4ePGg8Ho/p6emJY0LES0lJiXnttdecjoE4uOeee8yGDRvGrN11111m27ZtDiVCPDU2NpoFCxY4HQMOkGQOHz48+v3w8LDx+Xzm5ZdfHl0bGBgwOTk5Zt++fQ4kjA8mtwmqra1Nc+fOld/vH12rra1VOBxWR0eHg8kQS3v27FFBQYEWLlyo5uZmTkOxUCQSUUdHh2pqasas19TU6KuvvnIoFeLt/Pnz8vv9Kisr05o1a/Tdd985HQkO6OrqUjAYHHM88Hg8qqqqsvp4kOJ0ADgjGAyqsLBwzFpeXp7cbreCwaBDqRBLzzzzjBYtWqS8vDx9/fXX2r59u7q6urR//36no2ES/fDDD4pGo+P278LCQvbtBLF06VK99957uuOOO/T9999r165dWrZsmTo7O1VQUOB0PMTRf/b5iY4Hly5dciJSXDC5nUImepPAz2/ffPPNb34+l8s1bs0YM+E6/pj+n21i8+bNqqqq0vz587Vu3Trt27dP77zzjq5du+bwX4FY+Pl+zL6dOOrq6vTII49o3rx5euCBB/TJJ59Ikg4cOOBwMjgl0Y4HTG6nkI0bN2rNmjW/+pjS0tLf9Fw+n08nT54cs3b9+nUNDg6O+x8e/rh+zzZx7733SpIuXLjANMciXq9XycnJ46a0V65cYd9OUJmZmZo3b57Onz/vdBTE2X+ukhEMBlVUVDS6bvvxgHI7hXi9Xnm93kl5roqKCjU3N6u7u3t0gz9y5Ig8Ho/Ky8sn5Xcg9n7PNnH69GlJGnPAw9TndrtVXl6uo0ePatWqVaPrR48e1UMPPeRgMjglHA7r3LlzqqysdDoK4qysrEw+n09Hjx7V3XffLWnkvPxjx45pz549DqeLHcqtpQKBgEKhkAKBgKLRqM6cOSNJmjlzprKyslRTU6PZs2eroaFBe/fuVSgU0tatW7V+/XplZ2c7Gx6Trq2tTSdOnFB1dbVycnLU3t6uzZs3a+XKlSouLnY6HibZli1b1NDQoMWLF6uiokJvv/22AoGANmzY4HQ0xMHWrVtVX1+v4uJiXblyRbt27VJvb6/Wrl3rdDTEQF9fny5cuDD6fVdXl86cOaP8/HwVFxdr06ZN2r17t2bNmqVZs2Zp9+7dysjI0OOPP+5g6hhz+GoNiJG1a9caSeNura2to4+5dOmSWbFihUlPTzf5+flm48aNZmBgwLnQiJmOjg6zdOlSk5OTY9LS0sydd95pGhsbTX9/v9PRECNvvPGGKSkpMW632yxatMgcO3bM6UiIk8cee8wUFRWZ1NRU4/f7zcMPP2w6OzudjoUYaW1tnfDf+7Vr1xpjRi4H1tjYaHw+n/F4POa+++4zZ8+edTZ0jLmMMcapYg0AAABMJq6WAAAAAGtQbgEAAGANyi0AAACsQbkFAACANSi3AAAAsAblFgAAANag3AIAAMAalFsAAABYg3ILAAAAa1BuAcACBw8eVFpami5fvjy6tm7dOs2fP189PT0OJgOA+OLjdwHAAsYYLVy4UJWVlWppadHOnTu1f/9+nThxQjNmzHA6HgDETYrTAQAAv5/L5VJzc7MeffRR+f1+vf766zp+/PhosV21apU+//xz3X///Tp06JDDaQEgdpjcAoBFFi1apM7OTh05ckRVVVWj662trerr69OBAwcotwCsxjm3AGCJzz77TN9++62i0agKCwvH3FddXa1p06Y5lAwA4odyCwAWOHXqlFavXq233npLtbW1euGFF5yOBACO4JxbAJjiLl68qBUrVmjbtm1qaGjQ7NmztWTJEnV0dKi8vNzpeAAQV0xuAWAKC4VCqqur08qVK/Xcc89JksrLy1VfX68dO3Y4nA4A4o/JLQBMYfn5+Tp37ty49Y8//tiBNADgPK6WAAAJoLa2VqdOnVJ/f7/y8/N1+PBhLVmyxOlYADDpKLcAAACwBufcAgAAwBqUWwAAAFiDcgsAAABrUG4BAABgDcotAAAArEG5BQAAgDUotwAAALAG5RYAAADWoNwCAADAGpRbAAAAWINyCwAAAGv8G73o2Y6axAwqAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))  # 创建画布和坐标轴，设置大小为12x12\n",
    "\n",
    "## 绘制等高线\n",
    "ax.contour(xx1, xx2, zz, levels=np.arange(11), cmap='RdYlBu_r')  # 绘制等高线，颜色映射为RdYlBu_r\n",
    "\n",
    "## 绘制坐标轴和边框设置\n",
    "ax.axhline(y=0, color='k', linewidth=0.25)  # 绘制y轴\n",
    "ax.axvline(x=0, color='k', linewidth=0.25)  # 绘制x轴\n",
    "ax.set_xlim(-12, 12)  # 设置x轴范围为-12到12\n",
    "ax.set_ylim(-12, 12)  # 设置y轴范围为-12到12\n",
    "ax.spines['top'].set_visible(False)  # 隐藏顶部边框\n",
    "ax.spines['right'].set_visible(False)  # 隐藏右侧边框\n",
    "ax.spines['bottom'].set_visible(False)  # 隐藏底部边框\n",
    "ax.spines['left'].set_visible(False)  # 隐藏左侧边框\n",
    "ax.set_xlabel('$x_1$')  # 设置x轴标签\n",
    "ax.set_ylabel('$x_2$')  # 设置y轴标签\n",
    "ax.set_aspect('equal', adjustable='box')  # 设置坐标轴比例为相等\n",
    "plt.show()  # 显示绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecd322f4-f919-4be2-adc3-69d28ef25e69",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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